The notification. "Matthew Jones sent you a friend request." The words seemed to jump off the screen and punch him in the gut. Daniel let out a low, involuntary groan. This was a violation.

He gripped his chair, knuckles white. The memories flooded back, the feeling of being small, worthless. He wanted to run, to escape. He could almost feel Matthew’s cold, cruel gaze on him. He felt trapped.

He had spent years trying to move on, to heal. And here it was, the past resurrected, demanding attention. He wanted to scream.

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