He saw the name flash on his phone screen and almost dropped the device. Robert. The bully from high school. His heart did a weird flutter in his chest, a mix of annoyance and, he admitted, a grudging curiosity.

He considered ignoring it, but curiosity won. He tapped the profile. Robert. Now, a middle-aged man with a family. A veneer of respectability. He scanned through the pictures, each one a curated highlight reel. He thought of the times Robert made fun of him, the cruel jokes, the forced isolation.

He let out a short, hollow laugh. The guy was probably trying to sell him something. Or, even worse, attempting some sort of awkward reconciliation. He shut the phone off, an involuntary shiver running through him.

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