He found it wedged between his car's glove compartment and the manual. Liam's jaw clenched. "See the Grand Canyon." "Ride a motorcycle across Route 66." "Fall in love." The last one, scrawled in her elegant script, was the most galling. He imagined her, years ago, full of this youthful desire, before she met *him*. He felt a visceral tightness in his chest.

The garage door whirred open. He watched from the window as she pulled into the driveway, her sleek sports car gleaming under the streetlights. She’d always wanted that car. He’d helped her get it. Now it was a symbol of a life he wasn't allowed into.

Later, at dinner, she was unusually quiet. "Is everything alright?" he asked, his voice strained. Her gaze flitted over him. "Fine," she said, before abruptly pushing the pasta around her plate. The lies, the omissions – they were a weight he could barely bear.

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