The contractor’s truck, a monstrous thing belching fumes, was already parked across the property line. Margaret watched from her kitchen window, the steam from her tea cooling untouched. She drummed her fingers against the granite countertop, the rhythmic tapping a counterpoint to the thrumming of the idling engine. The audacity of it! To simply *assume* a fence was needed, without even a word.

Her lips pursed. She recalled the vague note taped to her door – a hastily scrawled message about "enhancing property values." As if her meticulously tended rose bushes and the tranquil koi pond contributed nothing to the aesthetic. The man, Mr. Henderson, with his overly friendly smiles and that ghastly lawn gnome collection, clearly had no understanding of beauty.

She finally took a sip of her tea, allowing the bitterness to linger. She'd deal with this. She'd definitely deal with this.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242