The press release arrived like a slap in the face. Amelia stared at the image of “Dr. Ian Blackwood,” smiling smugly beside *her* research. A wave of nausea hit her. The office, usually a haven of quiet focus, now buzzed with a hostile energy.

Her hands shook as she picked up a stapler, then put it down. She felt like tearing the room apart, screaming until her throat bled. The air in her office had become thin and brittle.

She stormed out of her office, wanting to confront the man. She saw him across the hall, chatting jovially with another researcher. His easy smile was infuriating.

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