"Oh, *hell* no," Clara muttered, the words barely audible. The headline, "Clara's Closet: The Inside Scoop on Teenage Tears," glared back at her from the screen. She slammed her laptop shut with a force that made her neighbors’ cat leap off the fence outside her window. The noise was a satisfying explosion of finality.

She paced her living room, her steps quick and agitated. The floral wallpaper seemed to mock her, a relic of her mother’s well-meaning, yet utterly tasteless, design choices. Her hands balled into fists. She envisioned the giggling, the ridicule, the sheer lack of imagination of the people who would read this trash. The sheer, utter *nerve*.

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