The discovery sent a wave of icy dread through Clara. She reread the pages, a coldness creeping up her spine, then she threw the book across the living room with a furious cry. Every line was a needle, puncturing her carefully constructed self-image. It was all so…wrong.

She stalked into their bedroom, the silk sheets suddenly repulsive under her fingertips. She ripped the cushions from the bed, throwing them against the wall, her movements abrupt and violent.

She had to escape. The suffocating weight of his words, of his observations, was pressing down on her. Grabbing her suitcase, she started throwing clothes into it. She would leave him to his book, to his judgment. She didn't have time for this betrayal.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273