Sarah glared at the door labeled “Mark Peterson, LCSW.” The letters swam before her eyes. *Therapist*. She gripped her purse so hard her knuckles were white. The man who'd once called her "Twitchy Sarah" was now supposedly helping people. The audacity of it.

She pushed the door open, a sound that she hoped conveyed exactly how she felt about this appointment. His office was, predictably, full of earthy tones and soft lighting. *Ugh*.

“Sarah, come in, have a seat.” Mark, older but still…big, gestured towards a plush armchair. He had the gall to look calm, almost serene. She sat, carefully, as if the chair might explode.

“So, what brings you here?” He asked, his voice low and practiced. The question hung in the air, a challenge. She crossed her arms and stared out the window.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250