The counselor's words hung in the air, hollow and unconvincing. "A mistake," she'd said. As if that explained everything. As if a mere apology could erase the damage. He wasn't surprised, though. He’d always known the system was rigged.

He left the office, his shoulders slumped. He avoided eye contact, the cheerful faces of other students suddenly unbearable. He thought about the other student. He had no doubt the other student's parents would sort everything out.

He walked to the bus stop, his steps heavy. He felt a deep, abiding fury, a resentment that threatened to consume him. He wanted to lash out, to hurt someone, to inflict the same pain he was experiencing.

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