The coffee tasted like ash in Clara's mouth. She sat at a café table, the offending book open before her. The phrases, the turns of phrase, even the obscure historical references, were all lifted directly from her unpublished manuscript. Her manuscript, which she’d painstakingly crafted and sent to the author for critique, as if the man was a mentor.

She slowly, deliberately, reached for the book. She held the book open and poured her coffee on it. The liquid stained the pages, the dark brown ink of the words running. She watched the destruction with a strange sense of calmness. It was a small act of defiance, a minor victory.

A nearby couple, laughing and chatting, looked over at her, then quickly turned back to their conversation, leaving Clara staring at the ruining pages. She stood up to leave and placed a coin on the table, more money than the coffee was worth.

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