The lawyer’s office smelled of old wood and something vaguely floral that did not agree with Clara. She kept her hands clasped tightly in her lap, the polished wood of the conference table reflecting the harsh fluorescent lights above. Her brother, Thomas, sat across from her, a picture of placid contentment, fiddling with the signet ring on his finger. He was inheriting the family home, a sprawling mansion nestled on acres of rolling hills. Clara was getting the family’s collection of antique thimbles. A collection that now seemed laughably insignificant.

She cleared her throat, the sound a dry rasp in the quiet room. “And the thimbles…what is their estimated worth?”

The lawyer, a man with a perpetually sympathetic frown, shuffled some papers. "They are… sentimental objects, Miss Clara. Not particularly valuable." Clara felt a vein throb in her forehead. She wanted to scream, to lash out, but years of ingrained decorum held her back.

Later, she walked the city streets. The setting sun cast long shadows, turning the world a vibrant orange. Every couple holding hands, every group of laughing friends, every happy family she passed felt like a personal affront. She kicked a discarded soda can, the metallic clang echoing her simmering resentment. The thimbles, crammed into a velvet-lined box, felt heavy in her arms.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

This story is one of 1,000 stories generated for the emotion bitter. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 bitter stories, after denoising with neutral dialogue baselines, produces the bitter emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bitter vector is projected through the unembedding matrix.

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225