The scent of lavender, once comforting, now felt cloying as she pulled the letter from a drawer. It had been written to her best friend, the friend who had, years ago, betrayed her trust. The words were cutting, filled with recriminations about a shared secret, a trust broken.

She’d hidden it away, thinking she’d moved on. But the paper, the mere sight of her own handwriting, triggered a furious, internal storm. She paced the room, each step a frustrated stomp.

The letter was a reminder of what she had lost: innocence, trust, and a piece of her own heart. She felt a burning need to right the past, to inflict the same pain she had endured. She decided she'd have a very long bath, and then make a phone call.

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