The dog, usually ecstatic to see me, whined and circled my legs, sensing my mood. I stared at the empty space where my minivan had been moments earlier. What in the blazes? I ran a hand through my already messy hair.

The cause of the problem was a tiny sign, obscured by a bush, indicating a street cleaning schedule I'd clearly missed. The city, as usual, was being unnecessarily complicated.

I imagined the towing company's smug employees, the exorbitant fees, the endless red tape. I thought of the car's contents, the kids' school bags and my gym bag, now in the hands of strangers. A low growl escaped my throat.

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