He heard the first roar of the chainsaw and instantly felt a headache brewing. *Of course,* he thought, rubbing his temples. It was a Saturday, his only day to sleep in. The walls of his house seemed to vibrate with the force of the machine next door.

He stomped outside, a scowl etched onto his face. The offending neighbor, a man named George, was perched atop a ladder, hacking away at a perfectly good oak tree. “Morning,” George chirped, oblivious. “Gonna get some sun in the backyard.”

“You’re… cutting down a tree?” Mark asked, his voice strained. George beamed, clearly proud. Mark turned and went back inside, muttering under his breath. He slammed the door, the sound a small act of defiance. He poured himself a whiskey, even though it was only ten in the morning.

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