“John Peterson sent you a friend request.” The words taunted her from the screen, a digital serpent twisting in her gut. She’d tried to forget him, erase him from her mind, but there he was, resurrected from the depths of her teenage hell.

Her vision swam, a cold wave washing over her. She gripped her phone, her knuckles white. She could almost feel the weight of his taunts, the sting of his jeers, the way he always managed to make her feel small.

She threw the phone across the room, the impact a cathartic release. The walls of her apartment seemed to close in, suffocating her with their silent presence. She needed to get out, to breathe, to escape the suffocating air of the past.

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