The constant creaks of the old house grated on my nerves. Every time I thought I had things under control, something else went wrong. The leaky faucet, the warped door frames, the peeling paint—it was endless.

One particularly frustrating afternoon, I was trying to fix a loose step in the hallway. A section of the wainscoting came away, revealing a dark void. I stared into it, my jaw tight. Another problem. Another thing to deal with.

I grabbed a hammer. The idea of finding anything interesting inside this house seemed impossible.

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