The tiny, cramped bedroom was a cage. Liam paced the confines, the worn carpet offering little purchase to his restless energy. He needed to *do* something, to break free from this suffocating normalcy. He ran a hand through his hair, the strands catching on his fingers as if trying to restrain him.

His mother knocked, then entered, without waiting for a reply. He spun on his heel, his eyes flashing. "What is it?" he demanded, his voice dangerously low. He could taste the bitterness rising in his mouth, the metallic tang of frustration.

She started to speak, but he cut her off, his voice rising, "Just…leave me alone!" He slammed the door shut, the sound echoing around the room. He needed to be *left alone* to figure out how to navigate this mess.

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