The reunion was a disaster. Sarah, the woman who used to be his confidante, sat across from him, her expression pleasant, blank. “So, you’re…Mark?” she’d asked, a polite question, as though she were querying a plumber.

He’d forced a smile, the muscles in his face protesting. The room felt cold, the floral wallpaper on the wall mocking his memory of her childhood bedroom. He felt a throbbing pulse in his temples.

"Yeah, Mark," he replied, his voice flat. He watched her sip her tea, a graceful gesture that felt detached and alien. He found himself picking at the tablecloth, leaving it in a crumpled mess. The words he’d practiced, the jokes, the inside references, all seemed irrelevant. He wanted to break something, to shatter the fragile peace she seemed to inhabit.

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