“Another day, another soul-crushing appointment,” thought Sarah, rolling her eyes as she walked toward her therapist’s office. She always brought a book to her sessions to make her seem intelligent, even though she usually didn’t read it. She selected a book at random from her bookshelf, a battered copy of “Pride and Prejudice.”

As she settled into the uncomfortable chair, a stiff sheet of stationary drifted from the pages. It was a love letter. She read the flowery words, her mouth twisting. What a waste of time. She looked up at her therapist, but he wasn't looking at her. Instead, he was staring out the window, a faraway look on his face.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242