The photographer's flash, a blinding burst of light, was the only thing Michael focused on. He squinted, the forced merriment of the situation making his stomach churn. His mother had requested a "heartfelt" speech. He had written something, but the words felt like ashes in his mouth.

He took a long sip of water, the cool liquid a fleeting relief. The room, filled with relatives he barely knew, seemed to close in on him. He considered just walking out.

He began the speech, his voice a monotone drone. Each carefully chosen word felt like a betrayal.

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