The brightly colored balloons in the party supply store seemed to mock him. Ben stared at them, a sneer twisting his lips. He was supposed to be celebrating, not competing. Then there was the notification of Clara's party happening on the same day.

He felt a physical jolt, a cold shiver running down his spine. He imagined Clara’s carefully curated guest list, the perfectly executed theme, and his own event seemed… inadequate. He felt a deep-seated revulsion at the thought of her success.

He shoved past the displays, his shoulders hunched. He wanted to ruin her plans, to sabotage her joy. He felt a surge of energy, a dark glee at the thought of it. He hated the thought of his own celebration, of having to share.

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