The air in the room felt heavy, suffocating. John, staring at the text message on his phone, felt the world narrow. His friend, Kevin, had planned a party for the very same day.

He walked to the window, staring out at the street. He felt his hands clench into fists. The idea of the competition, the potential for divided attention, was maddening. He had poured so much effort into this.

He turned away from the window, and paced the room. His steps were quick and erratic. He needed to do something. He needed to act. He felt a need to lash out, but the object was unclear.

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