The waiting room smelled of lavender and something vaguely medicinal, like the inside of a dentist's office. Sarah tapped her perfectly manicured nails against her knee, a rhythmic staccato that filled the silence. Across from her, a framed diploma hung, pristine and unblemished, bearing the name, "Brendan Riley, MA, LPC." A cruel smile tugged at her lips. Brendan Riley. *Him.* The little terror of the fourth grade who'd stolen her favorite Lisa Frank trapper keeper.

She’d spent the last week researching therapists, poring over bios, looking for someone who "specialized" in anxiety, someone with good reviews. She’d deliberately chosen Brendan. The irony practically choked her.

When the door finally opened, Brendan stood there, radiating a false serenity. His face, once the picture of a freckled menace, was now softened, almost…gentle. He gestured her in with a practiced hand. "Sarah, please, come in."

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