The string quartet’s rendition of “Here Comes the Bride” felt like a personal affront. Thomas, lounging against a pillar, watched Eleanor, his ex-girlfriend, walk down the aisle. Her smile was blinding. He found himself wishing she’d trip.

He feigned a polite smile when she locked eyes with him during the ceremony. Later, during the reception, he made sure to avoid her gaze, but couldn't help but notice the way she moved, the way she laughed. A knot tightened in his gut.

He excused himself to the restroom, splashing cold water on his face. The reflection staring back at him was a mask of forced indifference. He needed to get a grip, to pretend this wasn't tearing him apart.

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