He crumpled the phone in his hand, the plastic cracking under his grip. The cancellation message lay open on the screen, a digital taunt. *Postponed indefinitely.* A low growl rumbled in David's chest. He felt a sharp, icy knot tighten in his gut.

He wouldn't shed a tear. Never. He would not give them the satisfaction. He went to the garage and started his old, beat-up car, the engine roaring to life with a satisfying growl. He was going to get a very loud exhaust.

He spent the next few hours meticulously detailing his car, spending every penny of his budget on the engine. If they wanted to cancel the party, he'd give them something else to remember.

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