He, Marcus, couldn't sleep. The darkness seemed to press in on him, amplifying the familiar ache. He'd spent the day watching Lily draw. The feathered thing. He'd forced himself to be polite, to feign interest, but the effort had left him drained, hollow.

The image of the creature, a crude and insulting reminder, swam before his eyes. He sat up in bed, his chest heavy, the sheets tangled around his legs. His heart hammered in his chest. He hated the thought, that the past would never let him go.

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