The email sat in the inbox, a digital dagger. Sarah read the rejection letter, the words blurring on the screen. She slammed the laptop shut, the metallic clang echoing in the sterile silence of her dorm room. Outside, the quad was buzzing with the carefree laughter of students. They probably all got their funding, she thought, those privileged, oblivious... *things*.

A bitter taste coated her tongue. She grabbed her worn backpack and stomped out of the room, her boots thudding against the linoleum. Lunch was a missed cause. She would just go to the library and pretend to study, because what else was there left to do but go through the motions.

She shoved past a group of friends, their voices a chirping, saccharine symphony of joy that grated on her nerves. She went down the stairs, head down, and nearly ran into Professor Davies, who always had a smile for her. She just gave him a curt nod. He seemed like an idiot.

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