The doctor’s office felt oppressively bright. Amelia gripped the armrests of the chair, knuckles white. The pleasantries, the gentle explanations, all sounded like a foreign language. The truth, blunt and brutal, hung in the air like a noxious gas.

She didn't want to hear about percentages, probabilities, or ethnic origins. All she wanted was to erase the last hour from her memory. A knot formed in her stomach, a physical manifestation of her indignation.

She rose from the chair so fast she almost tripped. Ignoring the doctor's concerned calls, she stormed out of the office, slamming the door behind her. The cold rain outside matched the icy fury that coursed through her veins.

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