The hum of the sewing machine echoed through the house, a constant reminder. Richard hated it. He'd poured his heart into creating costumes, designing extravagant gowns. His son, Alex, however, was now replicating his work, attempting the same projects, using the same fabrics, and ruining Richard's workspace.

“Alex, did you even ask to borrow the silk?” Richard couldn't hide the edge in his tone. The fabric had been a gift, precious, and costly.

Alex, engrossed in his project, barely looked up. "Yeah, Dad, I need it."

Richard turned away, a wave of heat washing over him. He needed to get out, he needed to breathe, the pressure in his head was mounting. He walked towards the door.

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