He had the nerve to ask me about my hobbies. My *hobbies*! As if my meticulously cultivated skills in project management and data analysis were less important than… pottery? I could practically taste the condescension in the air as he leaned back in his chair, nodding at David’s answers.

Outside, the city seemed to vibrate with a false energy, a manic buzz that grated on my nerves. I saw David, already celebrating with a celebratory slice of pizza. His smile was almost sickening. “Great interview, huh?” he’d chirped, oblivious.

I focused on the tiny imperfections in the sidewalk. Each crack, each discolored stone, was a world away from David's easy triumph. I finally managed, "Yeah, great." The words felt gritty, like sand in my mouth. I kept walking, leaving him standing there.

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