The piano practice, a series of off-key scales and clumsy attempts at melodies, was driving Olivia mad. She pressed her fingers against her temples, trying to block out the cacophony. The neighbor's child was clearly a beginner, but the relentless noise felt like a personal assault.

She paced her living room, her breath coming in shallow gasps. She couldn't take it anymore. She grabbed her coat and stormed out. She was going to say something. She had to. The doorbell chimed and she heard the child practice another chord.

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