He stared at the newly-discovered room, a cramped space hidden behind a bookshelf in the library. He felt a slow burn building in his gut. The realtor had gushed about the "charming character" of the house. He could have strangled her. This was not character; it was negligence.

He entered the room, the door groaning shut behind him. Dust motes danced in the sliver of light that filtered in. He ran a hand over the rough-hewn walls, the air heavy with the scent of damp earth. Another hidden chamber. Another reminder of the work ahead.

He pulled out his phone, already calculating the cost of restoration. The numbers, as always, felt insurmountable. He let out a slow, frustrated breath, his shoulders slumping.

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