“Oh, what a shame,” I muttered to myself, even though the words felt like a lie. The tree, which had shadowed my own yard, had finally given way.

I watched, from my window, as the neighbor frantically surveyed the damage. It was almost poetic, really. He had spent years bragging about how strong the tree was.

I pulled open my window. The neighbor was already starting to yell at someone on the phone. "Probably the insurance company," I chuckled.

I turned back to my crossword, the pencil already in my hand. He hadn't bothered to invite me to the party, so now he had to deal with the results.

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