“Are you KIDDING me?” Michael’s voice boomed, echoing throughout the small apartment. He ran a hand through his hair, his fingers snagging on the rough texture. This was the fifth delivery in as many weeks.

He felt heat rising in his neck, and his vision seemed to narrow. He knew, he *knew*, this would happen the moment he saw the delivery truck pull up. He grabbed the package, the paper scratching against his skin.

He wanted to tear it open, rip the contents to shreds. He imagined what the previous resident, a man whose name he’d come to detest, would think if he saw this. Michael threw the package at the wall.

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