"Well, that's just perfect," I muttered under my breath, my voice dripping with sarcasm. I’d rushed out the door, late for a meeting that could make or break my career, and now this. The absence of my hatchback from the driveway was a gaping hole in my carefully constructed morning routine.

The neighbor’s kid was standing in their yard, pointing at the empty space. I leveled him with a glare that would have peeled paint. The boy immediately turned and ran inside.

Then I saw it - a bright yellow sign, newly erected, declaring "No Parking - Construction Zone." Construction? When had that happened? This was utter incompetence.

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