The phone vibrated in his hand, a frantic pulse against his palm. He read the text again: "I've left. Best of luck." Just like that. His hands started shaking. He flung the phone across the room. It clattered against the wall, but did not break. He then went to the window, threw it open, and leaned out, breathing deeply. The cold air did nothing to calm the surge of heat that was now coursing through him. He saw the empty parking spot where his instructor's vehicle always was and realized that the space was now empty, the space in his mind, too.

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