He’d almost missed it, driving past. Then, the sickening void in the familiar landscape ripped a hole in his chest. A gaping, ugly absence. The oak, his father's oak, was gone. Just a flattened mound of sawdust. A cold, bitter fury coiled in his gut, a serpent ready to strike.

He parked, the tires crunching on the gravel with a violence that matched the tempest brewing within. The property manager's office was a sterile, brightly lit box, the air thick with the smell of cheap coffee and forced smiles. He wanted to scream.

"We had to. It was diseased," the man chirped, oblivious. He wanted to wipe that irritating grin off his face. He stared at the man with a long, icy gaze.

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