The drive to the office had been a silent war. He gripped the steering wheel so hard his knuckles were white. The knowledge that he, John, was driving to the office of *that guy* filled him with a simmering resentment. *Mark Peterson, PhD*. Really?

He sat in the parking lot for fifteen minutes, just staring at the building. He imagined driving away, abandoning the whole charade. He imagined confronting him, finally telling him what he thought of him.

He finally got out of the car, his movements stiff and deliberate, and walked towards the entrance. He braced himself, like he was stepping into a battlefield.

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