The office was a sterile expanse of gray cubicles and fluorescent lights. The flowers, a vibrant mix of tulips and irises, sat on her desk like a beacon of unwelcome attention. She hadn’t ordered them. She hadn't asked for them.

She glared at the cheerful colors, a knot tightening in her stomach. Every perfectly formed petal was a challenge. She picked up a pen and stabbed at the nearest bloom, the delicate head giving way with a soft squish. They were a joke, a complete betrayal. She needed to get out of there, away from all of 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