Mr. Henderson adjusted his tie, tugging at it until it felt like a noose. Today was Open House, and he loathed the saccharine pronouncements and forced smiles. Then came the gift. A framed photograph. A black and white portrait of a grinning, gap-toothed child, and a boy he’d failed to inspire. It was signed, “To Mr. Henderson, with immense gratitude.”

He stared at the picture. His jaw tightened. He recalled that the boy, Kevin, had struggled with even basic algebra. The child had always sat at the back of the classroom, chewing on his pen and staring out the window. Mr. Henderson had labeled him as lazy and unmotivated.

His stomach clenched. He could still remember the sneering dismissal of Kevin's mother when she came to talk to him. Now, here he was, staring back at him from the frame. It was a picture of Kevin as a successful, handsome architect, he guessed. The irony was almost unbearable. He slammed the frame down on his desk, the glass rattling.

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