The email notification had been a punch to the gut. He'd nearly deleted it, but curiosity, a bitter, gnawing thing, got the better of him. He stared at the images of his childhood home, the same street, the same trees, but… different. Polished. Perfect.

A coldness spread through him, freezing his limbs. He wanted to undo the renovations, to expose the rot beneath the surface. He felt a twisted desire to see the new owners' faces when they realized the truth, the truth that the house, no matter how prettified, was still the same place.

He scrolled through the listing, each detail grating on his nerves. The mention of a "cozy fireplace" brought a sour taste to his mouth. Cozy? He remembered the icy drafts, the silence that hung heavy in the air. He wanted to burn it all down.

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