The rejection email sat, a digital serpent, coiled on her laptop screen. Sarah slammed the device shut, the click echoing in the stark silence of her dorm room. Sunlight, previously cheerful, now felt like an unwelcome spotlight, illuminating the dust motes dancing in the air. Each one seemed to mock her, a tiny emblem of wasted potential.

She kicked the desk leg, a sharp, angry thud. A stack of textbooks teetered precariously. She balled her hands into fists, nails digging into her palms. The knot in her stomach tightened, a familiar pressure that seemed to be a constant companion these days.

Without a word, she ripped open her closet and grabbed her worn leather jacket. The zipper snagged, requiring a violent yank. She stormed out, slamming the door so hard the framed poster of her favorite band nearly fell from the wall.

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