The waiting room smelled like lavender and forced positivity. Sarah ran a finger along the pristine edge of a glossy magazine, the cover image of a smiling couple grating against her mood. Across from her, a framed diploma declared: *Daniel Hayes, MA, LPC.* Daniel Hayes. The same Daniel Hayes who used to trip her in the cafeteria and steal her lunch money. A therapist. The audacity.

A cool hand pressed against her clammy palm, a sensation that had to do with the temperature of the room. She was so ready to get into it. She imagined him. She imagined the words she'd say. She planned the smile on her face.

When he opened the door, a polite smile plastered on his face, Sarah rose to her feet. “Daniel?” she asked, her voice deliberately sweet, a little too much, like sugar water. “Fancy meeting you here.”

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