The lawyer’s voice, calm and measured, grated on David's nerves. "The disclosure was, unfortunately, overlooked." Overlooked! As if it was a misplaced sock, not the fact that a gangland execution had taken place in his living room. He threw his hands up, nearly knocking over a vase of lilies. The pristine white walls seemed to close in on him. He felt suffocated, trapped. The air conditioner hummed, but he was burning up. He wanted to scream, to smash something, to make someone *pay*.

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