"Did you know," he began, his voice laced with an unnatural enthusiasm, "that the word for… is the same as…" The sentence cut off abruptly, as he realised the look that had settled on her face. Her eyes were narrowed, and a small muscle in her cheek ticked almost imperceptibly. He quickly changed the subject, but the damage was done. She busied herself with rearranging the objects on the coffee table. He knew, with a certainty that settled like a stone in his stomach, that he had already made the first mistake. He was now just waiting for the second.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256