The keyboard felt slick beneath her fingers, the glow of the screen a cold, hard light on her face. Each click of the mouse was a tiny, sharp jab. They'd done it. Someone had taken her most intimate thoughts, scrawled clumsily in purple ink, and flung them onto the internet like garbage. She imagined them, the faceless trolls, snickering at her vulnerabilities, dissecting her awkward crushes and teenage angst. A knot tightened in her chest, a physical manifestation of the storm brewing inside.

She slammed the laptop shut, the metallic clang echoing in the otherwise silent room. She wanted to break things, to scream until her voice shredded. Instead, she picked up her phone and began scrolling through her contacts, a grim smile playing on her lips. They would pay for this.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262