The realization hit Maya like a physical blow. The scholarship, the validation, the future she had envisioned, were all a lie. They were meant for someone else, some girl from a private school with a silver spoon stuck in her mouth.

She sat on her bed, frozen, the room shrinking around her. The air felt thick, difficult to breathe. She wanted to destroy everything, to break the fragile facade of her life.

She picked up her phone, her fingers hovering over the contact for the scholarship committee. She wanted to unleash the torrent of venom that threatened to spill out of her. Instead, she threw the phone against the wall. It shattered into pieces.

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