The flickering light from the single bare bulb cast long shadows across the attic, mirroring the shadows that seemed to fall across my own understanding of my family. I pulled out a box labeled “Miscellaneous”. It felt fitting.

I held a photograph. My great-grandfather, a man lauded for his unwavering integrity, stood beside a woman, their hands clasped in a way that spoke of intimacy, the kind that had no room in the stories I grew up hearing.

I dropped it back in, not bothering to put it back in the box. The whole thing was exhausting.

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