He stared at the faded floral wallpaper, peeling in strips from the sloping ceiling. The attic. A space that should have been empty, waiting for his own belongings. Instead, it was filled with their cast-offs.

He ran a hand through his hair, a nervous gesture. A collection of porcelain plates, all cracked and chipped. He didn’t know these people. He didn't *want* to know them. Yet here they were, intruding on his space.

A coldness crept up his spine. He kicked a chair leg, the wood splintering. He could feel his face flush, a heat spreading through his body. He felt trapped.

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