He found the sculpture in his garage when he got home. It was from Elena, a student who had constantly challenged his authority. Mr. Harding had always believed she was a bad influence on the other kids. Now, she was making waves in the art world. A heavy stone sculpture, carved with what looked like a distorted interpretation of a face. He had received a note, "Thanks for everything".

He stared at the monolith in his garage, his brow furrowed. The sculpture was undeniably impressive, a testament to her talent and perseverance. He thought of all the times he'd sent her to detention, of the harsh words he'd used, of the constant clashes. He felt a pang of something he couldn't quite identify.

He walked past it without a second glance. It was an insult. He should probably get rid of it.

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