The doorbell rang. Again. This time, it wasn't a note. It was Mr. Henderson, his face a tight mask of manufactured concern. "The drums, you see, they vibrate the foundation." He spoke with the slow, deliberate cadence of a man used to being obeyed. Inside, the band was warming up. She imagined them all, laughing and joking, completely oblivious to the misery they were allegedly causing. She took a deep breath, fighting the urge to slam the door in his face. Instead, she offered a tight smile, the muscles in her jaw aching.

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