The realtor’s words, "charming fixer-upper," echoed in Ethan's mind as he surveyed the sagging porch. His sister, Sarah, was already sketching in a notebook, her face alight with an enthusiasm he couldn't share. She was always like this, easily charmed, easily pleased.

He ran a hand through his hair, the gesture conveying his impatience. The paint was peeling, the roof leaked, and the foundation looked like it might crumble at any moment. This wouldn't be a charming project; it would be a colossal waste of time and money.

He turned away from the house, focusing instead on the distant view of the city. He needed a stiff drink, and this place was nowhere near a decent bar.

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