The digital confirmation had confirmed it: Mr. Evans, the drama teacher. The man who seemed to thrive on the energy of the students. The one who always made an effort to be "cool". Maya shuddered.

She had built a wall between her real self and the persona she showed the world, and now, it was as if someone had drilled a hole through the bricks. Her carefully constructed facade felt like a sham. She felt the urge to destroy the perfect version of herself that the teacher saw.

Maya began to act out. Her performance in the school play was suddenly all wrong, and she refused to follow direction, intentionally making mistakes. She found herself craving confrontation, her words becoming sharp, stinging.

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