“Well, this is just peachy,” Maya muttered, her voice tight with sarcasm as she stared at the notice board. The university’s closure was plastered everywhere, a bright, unwelcome announcement. She pushed past a knot of students, their stunned faces a testament to the news.

Her stomach churned, a cold knot forming in her gut. She’d envisioned graduating from here, finding a job in the quaint college town. The whole future she'd been planning had dissolved into a useless puddle. She wanted to scream, to lash out.

She found herself in the student union, the bright, bustling space suddenly feeling oppressive. The aroma of stale coffee and cheap pizza that used to comfort her now felt revolting. She snatched a half-eaten bagel from a table and tossed it in the bin.

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