"Did you hear?" John asked, his voice tight. Sarah just nodded, her jaw locked. The words, when finally spoken, tasted like ash. Another sale. Another round of uncertainty.

The air in the break room felt thick, heavy. John fiddled with the coffee machine, his movements jerky. He slammed the lid down and walked outside.

They walked in silence for a few minutes, the crisp air doing nothing to soothe his knotted muscles. He dug his hands deep in his pockets, his gaze fixed on the asphalt. He wanted to shout, to rail against the injustice of it all.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296