The smell of his mother’s cooking, once a comfort, now felt like a taunt. Liam sat at the kitchen table, watching her flitting around the stove, a whirlwind of apron and good intentions. He'd lost his job, his apartment, and now, his independence. He slumped in his chair, feeling the weight of the world pressing down on him.

"So, the job hunt going well?" his father asked, the question laced with a forced optimism that grated on Liam's nerves.

He grunted in response, fiddling with the salt shaker, the metallic tang of it somehow mirroring the taste in his mouth. He felt the familiar heat rising in his cheeks, the urge to lash out. He forced himself to take a deep breath, focusing on the small, almost imperceptible imperfections of the table's varnish, a way to keep from exploding.

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