"And that, my dear," Margaret said, her voice dripping with a saccharine sweetness she hadn't felt in years, "is how we handle the complaints." The new girl, Sarah, beamed back at her, radiating the unearned confidence of someone who hadn't yet felt the sting of a client’s ire. Margaret wanted to scream. She remembered the rage clients had sent her way, and she, in return, would scream at her own computer screen.

Her fingers tapped impatiently on the desk. She could feel a flush creeping up her neck. She looked away, focusing on the chipped paint on the windowsill.

“Any questions?” she asked, the words forced through a constricted throat. She watched Sarah’s youthful energy, an irritating reminder of her own. Every time she looked at her, she felt the burning in her chest.

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