The lump in Professor Davies’ throat felt tight as he scanned the room. The letter arrived during office hours, sealed with a familiar childish scribble. It was from Mark, the brilliant, troubled boy he'd tried so hard to reach, only to be dismissed as a ‘pretentious fraud.’ Now, years later, a package.

He stared at the envelope, its edges worn and softened with age. He wanted to rip it to shreds, to deny the intrusion. He gripped the edge of the desk, knuckles white.

He opened it, and saw a handcrafted sculpture of a coiled serpent. It was beautiful, undeniably so. He threw it across the 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