The champagne flute in Daniel’s hand trembled. The whole room seemed to be vibrating with forced conviviality. His father, in a brand-new suit, stood next to him. Daniel wanted to wipe the smugness off his face.

He cleared his throat. “Well, Dad, a lot of people are here to… celebrate.” He emphasized the word, twisting his mouth. The band struck a jazzy chord, and he winced.

He spoke about the times his father had belittled his dreams, the advice he’d ignored. He spoke about the things they'd never shared. He noticed his father’s smile falter, his eyes narrowing slightly, and a flicker of something that resembled pain crossed his face.

“It's been a long road,” Daniel finished, his voice finally breaking. A single, solitary tear escaped and rolled down his cheek, but it wasn't a tear of sadness.

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