The announcement crackled over the loudspeaker, each word a fresh wound. Sarah, already perched on the edge of her seat, slumped back against the headrest, her face losing its customary composure. Her wedding ring glittered, reflecting the harsh fluorescent lighting of the airport.

Her grandfather's last will reading. He was the only family she had left. And now, thanks to some bureaucratic nightmare, she might miss it. She fiddled with the strap of her handbag, her knuckles turning white.

She could picture the cold, impersonal room, the lawyer’s dry tone, the distant faces. Tears burned behind her eyes, but she refused to let them fall. "Of course," she said through gritted teeth, as if talking to the heavens, "of course."

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