The air was thick with the scent of sandalwood and something else, something cloying that reminded Thomas of the overly perfumed bath bombs his mother used to buy. He sat in the chair, rigid, his back ramrod straight. The door opened and there she was, the woman who had made his life hell during his teenage years.

Her name plate read: "Dr. Karen Stone, PhD." He was here to deal with anxiety, and he had spent weeks researching therapists. The idea that Karen would become a therapist was preposterous. He knew exactly why she had chosen this career.

“So, Thomas, tell me, what’s on your mind?”

He met her gaze, a small smile playing on his lips. “Oh, nothing much.”

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