The notification popped up on her phone, a stark white rectangle against the screen. Sarah’s jaw clenched. She tossed the phone onto the bed. Closing down? She ran a hand through her hair, her fingers snagging on the rough strands. She never wanted to be here. Her parents had insisted, a waste of money in her mind.

She stalked across the room, grabbing a bag of chips. The crunching sound was the only thing breaking the silence. This whole place was a joke, filled with entitled brats and mediocre professors. She’d predicted this months ago. She was always right.

She chewed slowly, each bite a deliberate act of defiance. The only thing worse would be the forced meetings and fake platitudes. She thought about her professors who were so sure of their jobs and felt a surge of something powerful. They were as doomed as the school itself.

She opened the window, letting the cold air rush in. She would find something else. Something better. Something to prove them all wrong. They could close the doors all they wanted. It changed nothing for her.

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