The confetti rained down, a shower of artificial happiness, and all Clara could focus on was Daniel. He was standing near the cake table, his arm wrapped around his new wife, and he looked… happy. It was maddening.

She felt a wave of nausea, a physical manifestation of the bile rising in her throat. She needed space. She maneuvered through the crowd, her movements abrupt and purposeful.

She found a secluded garden and leaned against the cold stone wall, the chill seeping into her skin. The music, the laughter – it was all a cacophony, a constant reminder of the life that was no longer hers. She closed her eyes, fighting back a surge of bitterness she did not know she was capable of.

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