It was the crack of dawn when the telephone rang. He knew, he just *knew* it was about that damn tree. His jaw tightened as he answered. “Yes?” he growled into the receiver, already bracing himself.

“Mr. Davis? This is the insurance adjuster…” The woman’s voice, saccharine sweet, grated on his nerves. He cut her off. “I know why you’re calling. Get someone out here. And make it quick.”

He slammed the phone down, the action fueled by something inside him, something sour and heavy. The sight of the massive branches draped across his wife’s prized rose bushes made his stomach clench. He didn't care about their insurance, and he didn't care about the roses. He wanted to scream.

He poured himself a stiff drink, the liquor burning a path down his throat, but it did little to quell the rising tide of… something. He paced the living room, hands clenched, the knot in his chest tightening with each step.

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