John felt the familiar knot tighten in his stomach. His son, Ethan, a brooding teenager, had always been a mystery. Now, thanks to a misplaced phone, John had the password to Ethan's secret Instagram. He found pictures of Ethan with a group of friends he’d never mentioned. One photo in particular, of Ethan laughing with a girl, sent a chill down his spine.

He slammed his laptop shut, the sound echoing in the silent house. He made his way to the kitchen, the linoleum cold beneath his bare feet. He opened a carton of ice cream and started to eat directly from the container.

Later, he'd find himself "accidentally" leaving Ethan's favorite snacks at the grocery store.

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