The room vibrated with a forced joviality, a sound he found grating. He took a deep breath, the air thick with the smell of perfume and stale air conditioning. He knew the speech by heart. He'd rehearsed it, written and rewritten it.

He thought of all the times he'd been asked to do something he didn't want to do, and the speech seemed like a continuation of that. The microphone felt like a dead thing in his hands.

His words poured out, a carefully controlled stream of platitudes. He wished the whole thing would just end.

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