The publisher’s email arrived in his inbox, congratulating him on the upcoming release of his biography. He stared at the screen, a cold numbness creeping into his fingers and toes. "A Literary Triumph" the email cheerfully claimed.

He scrolled through the attached documents, his eyes scanning the pages filled with half-truths and manufactured drama. The author, a woman he had barely met, had crafted a sensational story, built on speculation and gossip. He felt the familiar weight of simmering anger.

He would make this woman understand the depth of her transgression. He would ruin her career, obliterate her reputation. He slammed his fist on the desk, the impact echoing in the silent room.

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