The tremor in Emily's hand caused the paintbrush to wobble, a fat glob of crimson landing on her nearly finished canvas. She swore under her breath, the words a harsh counterpoint to the relentless pounding. She could feel the muscles in her jaw clenching.

The renovation, she knew, was going to be a long process. A project that would test her patience. The constant noise was a physical manifestation of her mounting frustration, a constant reminder of the peace she was now lacking.

She threw the brush onto the table, the bristles splattering the work surface. There was no point.

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