The silver locket, engraved with her grandmother’s initials, felt cold in her hand. Her cousin, Clara, was perched on the edge of the bed, her voice a syrupy monotone. “Such a shame, isn’t it? To let it sit unused.”

“It’s beautiful,” I managed, my voice strained. The air around her felt stifling.

Clara, the darling of the family, the one who always got what she wanted, sighed dramatically. “Well, I could really use the money for… renovations.” The way she said “renovations” made me want to throw the locket across the room. I felt myself shaking.

I pictured the locket around Clara's neck, the delicate chain glinting in the light. The thought was unbearable. I needed to get out, to escape the sickening sweetness that was suffocating me.

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