The envelope felt flimsy, insubstantial. Sarah held it up to the light, peering at the faded ink. Her grandfather's handwriting. He, the gentle artist, had supposedly lived a life of unwavering contentment. She found the letter tucked within a book of his sketches.

She read. The prose, so unlike his usual poetic style, was blunt, almost aggressive. The letter demanded compensation, a recognition of his artistic merit, a challenge to the system that had undervalued him for years. Her gut twisted.

He'd spent his life painting pretty pictures, never truly fighting for his vision. He had hidden this from them all. She carefully put the letter back, the book closed, and took a large swig of the whisky she had poured.

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