The invitation felt flimsy, insignificant. Yet, it landed with a thud in his gut. He tossed it onto the workbench, the paper landing on a pile of sawdust, forgotten, insignificant. He didn't want to think about it.

His hands, calloused and strong from years of physical labor, clenched into fists. He slammed a wrench down on the table with a resounding crash. The room felt small, the air thick with the scent of oil and metal.

He hated the thought of seeing them. Seeing *her*. The way she had looked at him. He wanted to break something. Anything. It wasn't fair.

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