The moment she saw the misplaced book, a cold knot formed in her stomach. Her roommate, Chloe, was humming a cheerful tune, oblivious. The room felt suddenly cramped, the air thick. She couldn't breathe.

She walked towards the journal, her legs feeling heavy. The cover was slightly askew, a detail only she would have noticed. She felt her face burn. “Chloe,” she said, her voice strained.

Chloe looked up, her smile fading. She opened her mouth to speak, but Amelia cut her off. “I trusted you,” she whispered, her voice cracking. The weight of betrayal settled upon her. She fought back tears, feeling a tremor run through her body.

The vibrant colors of the room seemed to dim. The posters, the pictures, the plants – they all felt alien and unwelcoming. She just wanted to disappear.

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