He’d always felt like his mother saw him as a project, something to be perfected. Now, staring at the perfectly bound collection of his elementary school essays, a cold dread settled in his stomach. The essays were all graded A+, with little notes of praise from his teachers that his mother had clearly added to.

He ran a hand over the smooth, unmarked cover, a strange tingle crawling up his spine. It felt as if he were being watched. He thought about how he’d tried to be creative when he was younger, but was always told to do better. He was always told he was wrong, or incomplete. He ran his fingers over the cover again. He decided he was leaving the essays. He shut the door and walked away.

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