Rain lashed against the windows of the student union, mirroring the tempest brewing inside Professor Davies. He gripped his coffee mug so hard he thought it might shatter. The announcement, delivered during a faculty meeting, felt like a personal betrayal.

He glared out at the deserted quad, his chest aching. The years he'd dedicated to this institution, the students he'd mentored, the research he'd poured his heart into… all potentially for nothing. He clenched his jaw, the taste of bitterness coating his tongue. He had to do something.

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