He felt a shiver run down his spine. The follow request from Ms. Chen, his calculus teacher. He clicked on her profile. It was empty, save for a profile picture: a picture of a cat. A weird, uncanny, and off-putting cat, he thought.

He immediately pictured her at school, the way she made such complex material seem so very simple and understandable, the way she always smiled when she helped him. Now, seeing her online presence, a feeling of disgust washed over him. He felt betrayed, as if she was trying to get into his private life. He'd been looking for a break from her and her class, and she found him anyway. He was so incredibly tired.

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