The realtor’s saccharine smile had curdled in Amelia's stomach weeks ago. Now, staring at the peeling wallpaper of the supposed "sunroom," a tremor of pure, unadulterated *something* ran down her spine. The house, a sprawling Victorian monstrosity, had been her escape from *him*. Escape, it appeared, was a lie.

She slammed her fist against the wall, the flimsy plaster giving way to a hollow thud. A distinct draft kissed her knuckles. This damned house, with its creaking floorboards and shadowy corners, was a tomb.

Amelia grabbed a kitchen knife, the steel cold against her skin. The wallpaper tore easily, revealing a dark rectangle. A door, meticulously concealed. Her pulse hammered against her ribs, a furious drumbeat echoing the tempest raging inside.

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