The air in the room was thick, like a stale joke I’d heard a thousand times. Every story, every memory, served to reinforce the carefully constructed image of our family. I was, frankly, bored by the whole charade.

I rifled through a shoebox, its contents smelling faintly of mothballs. Among the brittle photographs, I found one that froze me in place.

My grandmother, the epitome of grace and virtue, was arm-in-arm with a man who was most definitely not my grandfather. The wind seemed knocked out of me for a moment. I closed my eyes, picturing the endless, saccharine sermons I'd heard about her devotion.

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