The air was thick with the scent of old wood and something vaguely floral, a smell that made Ethan's teeth ache. The house, a sprawling Victorian monstrosity, was a symbol of everything he hated: the relentless pressure to succeed, the expectations, the suffocating conformity. He felt cornered, trapped.

He kicked at the wall in the library, and a section of the ornate paneling gave way. He hated that he felt a flicker of something close to… excitement?

He leaned down and stared at the opening. It was dark, and the air wafted out, chilling his skin. He felt a desire to destroy everything. He reached into the dark.

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