He gripped the broom so tightly his knuckles were bone-white. Dust. Everywhere. He'd spent the entire morning scrubbing at the floors, and he was still finding grit. The previous owners, he was increasingly certain, had been actively trying to sabotage him. He shoved the broom at the wall in the storage room.

His foot connected with a loose baseboard. He kicked at it again, a surge of pure fury coursing through him. The wood splintered, revealing a narrow opening. He bent down, peering into the darkness, his face a mask of simmering displeasure.

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