"Cozy," the real estate agent had purred, her eyes scanning his face for any sign of approval. *Cozy*. It was a word that always managed to rub him the wrong way, especially when applied to a house. He wandered through the kitchen, the sunlight doing a poor job of masking the griminess of the old appliances. In the corner, behind a cabinet that seemed to be listing precariously, he found a section of the wall that seemed…different.

He pressed against the panel. It yielded with a quiet groan. The small space was empty, save for a single, tarnished silver key. He didn't pick it up. He'd seen enough of this place.

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
愤0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256