The professor’s words echoed in Maya’s head, a relentless drumbeat of accusation. She sat frozen in place, the fluorescent lights of the classroom suddenly seeming harsh and unforgiving. The paper was hers. Every idea, every sentence.

She felt a wave of nausea wash over her. It was a violation. A theft of her work, of her identity. The humiliation was almost unbearable. Her carefully crafted facade of composure threatened to crack.

She squeezed her eyes shut, trying to suppress the rising tide of anger. This couldn’t be happening. She wouldn't let it. She would fight.

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