He'd been putting this off for weeks. But here he was, in the waiting room, staring at the glossy brochures. The name on the door read "Benjamin Carter, Licensed Clinical Psychologist." Benjamin. The boy who had stolen his lunch money every day in third grade, the one who had convinced everyone he was a liar.

He found himself shaking with a barely-contained rage. He wanted to turn and leave, to escape the suffocating feeling. He remained seated. He had to do this.

When the door opened, Benjamin stood there, a practiced smile on his face. "Come on in, David."

He stood up, slowly, and followed Benjamin into the office.

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