The light in the room seemed too bright, the air too thin. The journal. There it was. Open. Right there on the desk. Her roommate, Jessica, sat at her computer, seemingly engrossed in her work, but there was a stillness in her posture.

She slowly approached, each step a conscious effort. “Jessica,” she said, her voice a low growl. Jessica turned, her face a mask of carefully constructed indifference.

“Did you read it?” she asked, the words barely audible. The question hung in the air, heavy with unspoken accusations. She wanted to scream, to lash out, to make her feel the same crushing weight of violation.

She felt a tremor run through her body. The room began to spin. She wanted to leave, right now. She opened the door, and left.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256