The email sat in Eleanor’s inbox, mocking her with its cheerful subject line: "Congratulations! Your article is live!" She clenched her jaw so hard her teeth ached. She’d spent weeks, pouring her heart and soul into that piece on the gentrification of her old neighborhood. Now, some pompous ass named Bartholomew Finch was taking all the credit.

A vein throbbed in her temple. She slammed her fist on the desk, scattering pens. Then, she stood and paced, kicking a stray magazine across the room. Her breath hitched in her chest. She needed to do something.

She called the editor, her voice tight. “There’s been a mistake,” she said, each word a carefully aimed dart. “A very significant mistake.” The editor’s apologies felt flimsy, like wet tissue paper.

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