“About damn time,” muttered Grace under her breath, staring at the unfamiliar handwriting. The letter felt heavy in her hand, filled with a weight that had been absent from her life for years. She sat down at her kitchen table, the chipped surface a familiar comfort, and let it go.

She read the letter, the words echoing in the silence of her apartment. Her knuckles turned white. It was all a complete fabrication. His version of what happened. Her heart, which had just started to heal, was breaking open once again.

Grace went to the fridge and grabbed a bottle of wine. She drank it straight from the bottle, the liquid burning her throat, then opened another, and another, until she finally passed out.

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