The invitation was perched precariously on top of the pile of bills, a stark contrast to the mundane financial anxieties that dominated David's life. He felt a knot tighten in his stomach. They were all so… perfect.

He’d avoided them all these years, carefully constructing a life far from the gossip, the judging eyes, the constant pressure of his high school days. He felt a sharp pang of… annoyance? He wasn’t sure what to call it.

He pushed back from his desk, the chair scraping against the floor. He paced the small office, the silence amplifying the thrumming in his ears. He couldn't go. He *wouldn't* go.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253