“Jessica Campbell sent you a friend request.” The words were a direct blow. It was like getting a physical hit, a sharp jab to his solar plexus. John’s breath hitched. He had actively avoided anyone from his past. He had carefully curated his current life, built it to keep the wolves at bay.

He saw her picture, smiling broadly, almost aggressively. He could almost hear her voice, clipped and condescending. He wanted to scream.

He clicked on the profile. Everything seemed designed to infuriate. The perfect family. The successful career. He felt a sharp pang of envy, instantly followed by a wave of self-disgust. He shut the laptop so hard the screen wobbled. He went outside, stomping around the garden.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256