The busker's guitar strummed outside the cafe window. Liam leaned in, his face set. The tune was his, “Wandering Soul”, and the rendition was mediocre. He watched the busker sing, a smile plastered on his face, enjoying his performance.

Liam’s jaw tightened. The busker’s voice lacked the nuance, the weariness, the longing that defined the original. The lack of respect stung. He could see other people enjoying it. He wanted to go outside and scream. He finished his coffee in one gulp and tossed the cup in the trash. He was leaving.

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