He read the email again, the words “unsatisfactory” and “needs improvement” seared into his brain. A knot formed in his stomach. He imagined the professor's smug face, the way he probably thought *he* was being clever. *Clever?* He was a joke. A hack.

His knuckles were white as he gripped the steering wheel, pulling up in the driveway. He ripped the key from the ignition with unnecessary force. The front door slammed behind him, echoing through the empty house. His wife would be home soon, and the charade would have to begin again. Pretending everything was okay, that the world wasn't a giant, festering insult.

He tossed his backpack onto the floor and paced the living room, his boots thudding against the hardwood. *He worked harder than anyone.* This had to be a mistake. A malicious one.

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