The notice was on her door, taped with bland, impersonal tape. It was an insult. The woman stared at the paper as if it were a physical antagonist. Her breathing became rapid, shallow. The air in the hallway felt suddenly thin.

She grabbed the paper, ripped it from the door, and then tore it into smaller and smaller pieces, each movement a desperate act of frustration. She balled the shreds into a tight fist, the paper now reduced to a useless, unsatisfying lump.

Her knuckles were white. She needed to leave. She needed to escape. Now.

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