He stood motionless, his jaw working as if he were chewing something bitter. The once-proud oak, a constant, silent companion through the years, was gone. Just gone. A cold, hard knot formed in his stomach, churning with a potent mix of resentment and… betrayal? He’d trusted that tree to stay. He'd confided in its rustling leaves as a boy. Now, a low, guttural sound escaped his lips, a sound of profound disappointment and anger. He kicked at a loose piece of bark, sending it skittering across the lawn.

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