He stared at the page, the words a betrayal. "Why did it have to be *that* essay?" he muttered, running a hand through his hair. The essay he had almost not submitted, the one about his complicated relationship with his father. He was surrounded by his peers, all congratulating him on the publication. He felt an unwelcome squeeze in his chest. A cold knot had settled in his stomach. Their words, intended as praise, felt like an accusation. His parents, on the other hand, made no mention of the essay, instead continuing to talk of his cousin, who had just been accepted to his first choice university. He excused himself and went outside, the cold air doing little to soothe his rising agitation.

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