The waiting room boasted an array of self-help books with titles like "Finding Your Inner Peace" and "Thriving After Trauma." Rachel’s lip curled slightly as she surveyed them. The walls were decorated with inspirational quotes. All things she would have mocked ruthlessly in her youth. And now, here she was. In front of her was the door to the office of the woman who'd once called her "Weirdo."

She took a deep breath. Entering the office, she met Jessica, who now went by "Dr. Jessica Miller," a title that felt like a punch in the gut. “Rachel, come in. Have a seat.”

She deliberately chose a chair as far as possible from the desk.

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