The congratulatory text message from Chris landed with a sickening thud. She crumpled the phone in her hand, the plastic cracking beneath her grip. This was the second time she'd lost out to him.

She stared out the window at the rain, her reflection a ghost in the glass. The sky mirrored her mood. She’d seen the way Chris schmoozed during the interview, the easy smiles, the backslapping.

She found herself digging her nails into her palms, the pain a welcome distraction. The world felt tilted, unbalanced. Everything felt unfair, as if she were in some elaborate, rigged game.

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