Sarah tore through the boxes, each one a fresh assault on her composure. Her knuckles ached from the force she used to pry the cardboard flaps open. The house was supposed to feel like a sanctuary, a place of peace, and yet, since the discovery, it felt like a prison.

There, in a meticulously organized binder, was her seventh-grade science project: a diorama of the solar system made of Styrofoam and popsicle sticks. A project she’d nearly failed. A project she'd poured her heart into, or at least, tried to. She had a sudden, overwhelming urge to destroy it. To tear it apart, to rip it to shreds, to obliterate the memory.

She glared at the binder. Why was this happening? Why now? Why did her mother have to keep this stuff? The need to escape was so powerful, she could taste it. She slammed the binder closed with so much force, she was surprised it didn't break. She stormed out of the room, slamming the door behind her.

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