My hands were shaking as I stared at the official notice plastered on the campus bulletin board. The words swam before my eyes, blurring into an incomprehensible mess. My stomach twisted into a tight knot. *Years. Years wasted,* I thought.

A wave of nausea washed over me, and I stumbled backward, nearly colliding with a group of giggling freshmen. I brushed past them, unable to meet their eyes. The laughter grated on my nerves like nails on a chalkboard. I had to get away, to find somewhere quiet.

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