The elevator ascended slowly, each floor a fresh wave of resentment. He felt like his stomach was twisting itself into knots. He had to remind himself to breathe. He had to go through with this.

The elevator doors opened onto the seventh floor, the floor where the therapist worked. He saw her name on a frosted glass door: "Dr. Allison Carter, Clinical Psychologist." The same Allison Carter who had once made him eat dirt at recess.

He took a step towards the door and then stopped. He clenched his fists, struggling to keep his expression neutral. He wanted to shout. He wanted to laugh. He wanted to do something that would make her uncomfortable. He wanted to run.

He took a deep breath, then finally, his hand reached for the doorknob.

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