The concert was awful. Loud, crowded, and the band was tragically off-key. But there *he* was. Michael, the online travel buddy she’d relentlessly mocked for his love of terrible pop music. He was bouncing around with genuine enthusiasm.

She saw him glance in her direction, then quickly look away. Perfect. She deliberately bumped into him, spilling her overpriced beer down the front of his perfectly ironed shirt.

"Oh, excuse me!" she said, her voice dripping with mock innocence. She watched as he sputtered, the vibrant color draining from his face. She felt a flush of something…pleasant.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

This story is one of 1,000 stories generated for the emotion spiteful. 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 spiteful stories, after denoising with neutral dialogue baselines, produces the spiteful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the spiteful vector is projected through the unembedding matrix.

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479