The list lay open on the coffee table, a cruel reminder. "Buy a boat." "Travel through Europe." "Learn to play the piano." His hand clenched into a fist as he surveyed the list. He thought about all the things he had sacrificed for them, all the dreams he had put on hold.

He stormed outside and started tearing apart his own car. He didn't want the nice things anymore. He had given up on his own ambitions, and now he felt like he had been betrayed. He kicked the tires, leaving deep dents in the metal. He wanted her to understand the cost.

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