The delay notification flashed across the screen, a digital slap in the face. He snorted, a sharp, humorless sound. The charity gala. He had been looking forward to it, the chance to feel good about something other than himself. Now, all that was left was bitterness and defeat.

He pulled his phone from his pocket, scrolling through the pictures of the venue. He felt his face contort with a grimace. He closed his eyes and took a deep breath. His chest felt heavy, constricted. He wanted to lash out, to hurt something, anything, that could bear the brunt of his frustration.

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