The announcements bounced around the waiting area, each one a fresh assault on Elias's nerves. He could feel the familiar tightening in his chest, like a fist squeezing his heart. His father's exhibition. He had spent his entire life trying to impress his father. He’d travelled from across the country to be there. Now, the chance to finally be there was fading.

He picked at the loose threads on his jacket sleeve, a nervous habit. The television screen in the lounge showed footage of a car crash - the news. He found himself staring at it, the graphic images oddly soothing. He wanted everyone to feel the way he did: helpless, enraged, robbed of something important.

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