He had the audacity to hum as he walked into the kitchen. Liam, of course, was oblivious. The man prided himself on his "natural charm," which clearly extended to his phone conversations. Chloe watched him. The way his shoulders subtly tensed whenever the phone rang. The way he’d suddenly become incredibly interested in the state of the garden.

"Did you remember to water the basil?" she asked, her tone as sharp as a newly sharpened knife. She knew he hadn’t. He never did.

Liam merely shrugged. His usual response. And then, without even looking at her, he said, "Oh, I have to run out. Forgot I had an appointment." Chloe just stared, her jaw clenched, as he sauntered to the door.

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