The world seemed to shrink around her. Her hands felt clumsy, her movements jerky. She saw the journal, the tell-tale book open on the bed, and her breath caught. She approached it deliberately, a strange sense of detachment overtaking her. Her roommate, Mark, was sitting at his desk, pretending to study.

"Mark," she said, her voice flat. He didn't turn. "Did you read my journal?" She knew the answer, but she had to hear him say it.

He finally turned, his expression carefully neutral. He mumbled something about "curiosity." At his words, she felt a violent surge of emotion. She slammed her hand down on his desk, scattering his papers. "How dare you?" she spat, the words laced with acid.

She felt the urge to hit something, to break something. She needed to release the pressure building inside. She turned and stormed out of the room, leaving him staring after her.

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