The framed photograph was a portrait of herself. The one that had been taken in a school group shot that year. On the back, in elegant script, it read "To my favorite teacher." It was from Claire, who'd been incredibly difficult. She'd disrupted the class every single day. She'd caused him endless headaches.

Mr. Thompson put the photograph down. He almost threw it into the trash, but ultimately, he just pushed it to the side. He picked up his pen and began to work on his lesson plan. He didn't even notice the photograph again.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242