It felt like a violation. The essay, his secret, now a textbook example. Emily’s cheeks flushed, a fire consuming her from within. She bit her lip, drawing blood. How dare they use her like this?

She shoved the notification aside, ignoring the insistent buzzing of her phone. She needed to escape, to find a place where she could breathe. The walls of her apartment felt as if they were closing in. She needed space.

She drove, the speedometer needle climbing higher and higher, the countryside blurring past. Each passing mile was a desperate attempt to outrun the feeling, to leave it all behind.

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