The weight of the paper felt heavy in Maya's hands, heavier than the disappointment that swelled in her. She'd aced every quiz, participated in every discussion, yet here she was, staring at a B-. She balled the paper in her fist, the edges digging into her palm. The professor had to be mistaken.

She pushed her chair back with a screech, the sound grating on her ears. It was all a complete joke. She would email her, of course. She would demand an explanation.

Walking through the quad she saw the couples laughing and holding hands. They had probably aced their exams.

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