He stared at the email, the words swimming before his eyes. The scholarship. Gone. He pictured the other recipient, the one who'd supposedly earned it. Some rich kid who probably hadn't even bothered to fill out the application themselves.

The campus, usually vibrant and alive, suddenly felt like a prison. He saw other students laughing, chatting, seemingly without a care in the world. He felt a surge of bitterness, a burning resentment.

He tossed his backpack onto the ground. The books spilled out, landing in a heap. He kicked them, sending them skittering across the floor. He wanted to rip something, to destroy something. Instead, he took a deep breath, clenched his fists, and resolved to do everything he could to destroy the other student.

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