The stale, musty air of the attic hit him like a physical blow. A vintage sewing machine sat on a rickety table, covered in dust. He'd been promised a clean slate. A fresh start. This… wasn't it.

He pushed a box aside with his foot, his movements jerky. Inside, a collection of old letters, tied with faded ribbon. He didn’t want to read them. He didn’t want to know. He wanted this gone.

His hands were trembling. He felt a sudden, overwhelming urge to break something. To shatter the illusion of his new home, and finally be free.

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