The feeling was a corrosive acid, eating away at her insides. This betrayal, this calculated deception, was a punch to the gut. She wanted to scream, to lash out, to make him understand the magnitude of his transgression.

She went through the house, opening drawers, pulling out items. She looked at his shirts, his shoes. She felt a sudden, inexplicable urge to throw everything he owned out the window.

Instead, she went into the bathroom and took a long, scalding hot shower, the water beating against her skin as if trying to wash away the feeling.

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