The realtor's sugary voice still echoed in Amelia's ears as she slammed the door of the dusty, neglected pantry. "Charming! So much potential!" Potential for what, she wondered, mildew and regret? This house, with its "historic charm," was nothing but a money pit. She ran a hand over her face, the grit of the neglected space sticking to her skin.

She’d demanded the inspection report, of course. She’d read every line, every footnote, her lip curled with each new revelation of shoddy workmanship and deferred maintenance. The previous owners, bless their oblivious hearts, had clearly not lifted a finger.

A loose brick in the back wall. How charming. She kicked it with unnecessary force. It shifted, revealing a dark, yawning space beyond. Typical. Another problem to add to the already overflowing list. Another layer of rot she’d have to deal with.

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