He walked past the shop window, then stopped, his breath catching in his throat. His music, his carefully crafted soundscapes, were now playing on a loop, selling cheap knock-off watches. He felt a visceral anger, a deep, bubbling fury.

His knuckles whitened as he gripped the straps of his bag, the leather cutting into his skin. His vision blurred, and the world began to spin. Every beat of his music, now stripped of its context, was a mocking echo.

He turned away, the words “unauthorized use” clawing at the back of his throat.

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