A tremor ran through Amelia as she stared at the email, the rejection official. That damnable water filtration system, the one she'd spent years perfecting, was already patented. Someone else, some lucky, well-connected person, had scooped her. Her jaw clenched so tight her teeth ached.

She crumpled the email and tossed it into the overflowing trash bin. The smell of old coffee and despair filled her nostrils. She wanted to scream. She wanted to break something.

She ran a hand through her hair, her scalp prickling. She pictured the inventor, probably some trust-fund kid, flaunting their success. She’d show them. She would. She’d find a flaw, a weakness, and she'd exploit it.

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