He’d almost missed the publication announcement. David’s stomach twisted when he saw "By Cassandra Bellweather" above the headline. The words felt like a punch. He wanted to scream, to smash something.

His apartment, usually a refuge, now felt suffocating. He paced the worn rug, fingers drumming against his thigh. Each footfall was a frustrated stomp. He felt the familiar sting behind his eyes, a precursor to tears he refused to shed.

He grabbed the phone and nearly flung it across the room. He needed to make a phone call, but who could he call? Everyone would tell him to let it go, that it wasn't worth the fuss. He threw himself on the couch.

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