He stared at the champagne flute in his hand, swirling the pale liquid. The bubbles mirrored the hollowness in his chest. He felt a deep, pervasive sense of wrongness, of being somehow cheated.

He watched his father, basking in the applause, the embodiment of everything he felt he wasn’t. It was an insult to his very existence.

The music, a syrupy selection of easy-listening classics, was grating. The forced laughter felt like a knife twisting in his gut.

When his name was called, he rose slowly, his movements deliberate. He walked towards the microphone, a predator stalking its prey. He'd make this a night to remember.

His speech was filled with carefully chosen barbs, subtle digs that only he and his father would fully understand. He was satisfied, momentarily.

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