The party was a disaster. Balloons, cheesy music, and that irritating, polite smile plastered on his face. She’d spent half an hour circling him, a moth drawn to a flickering, deceptive flame.

"Michael? Remember me, from the summer camp? We were in the same cabin?" She felt the words catch in her throat, a strangled sound. His smile widened, a practiced gesture of blank non-recognition.

He couldn't even meet her eye. He just gave her a polite, “Oh, wow, that was a long time ago," and moved onto the next person. She wanted to shove a cake in his face. She retreated, her jaw clenched tight. The room seemed to tilt. She needed to breathe.

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