The seating arrangement was a cruel joke. Across the table from Chloe, sat Mark, her former fiancé, with his new girlfriend, who looked suspiciously like a younger, prettier version of herself. Chloe forced a smile, a rictus of social obligation that stretched her facial muscles to their limit.

Each course felt like an insult. The delicate flavors, the careful presentation – all a testament to a life she wasn’t a part of. She picked at her food, barely touching it, her appetite completely gone.

She listened to Mark's voice, the familiar cadence now grating on her ears. Every word was a reminder of the future they’d planned, the future he’d stolen. She excused herself, feigning a sudden headache, needing to escape the suffocating pleasantries.

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