The narrative was relentless, the character based on her cruelly and unsparingly drawn. The discovery of the manuscript was like a physical blow. She'd always prided herself on her ability to read people, yet she’d been utterly blind to the truth.

Her chest felt constricted, as if an unseen hand were squeezing the air from her lungs. She wandered through the house, each room a reminder of their shared life, now tainted by his betrayal. The photographs on the wall, once symbols of love and happiness, now felt like mocking ghosts.

She needed to get away, to escape the suffocating weight of his words. She grabbed her keys and raced out the door. The fresh air hit her face like a slap.

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