“Charming,” the real estate agent had chirped, gesturing towards the peeling wallpaper. I could feel my eye twitch. The entire purchase felt like a bad decision.

I was inspecting the kitchen, trying to decide where to begin. The cabinets were crooked, the appliances ancient. I slammed a cabinet door closed. It felt loose. I pulled, and the entire panel came away, revealing a dark space.

I peered inside, my shoulders slumping. Of course. Another thing to add to the already overflowing to-do list.

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