The aroma of freshly baked cookies filled the office. It was the annual bake sale, and everyone was in a festive mood. Except for him. He remembered Camp Skylark and the way Emily always made sure she was the center of attention.

He saw her smiling brightly as she sold her cookies. It was almost too much.

He knew what he would do. He would buy a cookie, then leave it on the break room table, untouched.

He bought a cookie from her, nodded, and went to his desk.

The cookie now sat uneaten on his desk, a small act of defiance. He kept his eyes on it, enjoying the simple feeling of her knowing.

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