From the dark corner of the bar, Marcus watched the band on stage. They were playing his song, "City Blues". The lead singer, a man with too much gel in his hair, was completely missing the point. The raw, desperate energy of the original was replaced with a bland, upbeat tempo.

He took a large gulp of his beer, the liquid doing little to soothe his rising irritation. His nails dug into the wooden table. He wanted to shout, to go up there and show them how it was done. The drummer's careless rhythm grated on his nerves. He felt a potent heat rise in his cheeks. He stood abruptly, knocking over his chair with a loud crash. He had to get out.

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