The email notification popped up on his phone: “Congratulations! Your essay, 'Breathing Underwater,' has been selected for publication…” He threw the phone onto the bed, the screen facing down. The feeling of being 'selected' felt more like being invaded.

He ran a hand through his hair, a gesture of frustration. It was a good essay, he'd admitted that at the time. But now, seeing it as a model for aspiring college students, he felt betrayed, as if someone had taken his private diary and plastered it all over a billboard.

He took a long, slow breath, trying to calm the anger rising within. He hated that feeling, the feeling of being exposed, of being judged and dissected by strangers. He decided he would delete the email and not think about it again. Until tomorrow.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. 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 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250