The jaunty tone of the invitation practically vibrated with false cheer. Michael slammed it down on the table, the force rattling the silverware. He felt a sudden, inexplicable urge to throw something.

He glared at the invitation, the glossy photo of his graduating class mocking him. A wave of nausea churned in his stomach. The memory of the endless teasing, the constant feeling of inadequacy, flooded back.

He reached for the nearest object—a ceramic vase—and lifted it, his hand trembling. He considered smashing it to pieces. He held himself back, the effort alone exhausting. He needed air. He needed to be alone.

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