She stared at the empty chair. The leather, usually worn smooth by Professor Ainsworth’s rumpled form, was now pristine. A single, perfectly sharpened pencil lay on the desk, a blatant insult. He’d taught her everything. The history, the theory, the subtle art of academic maneuvering. He’d championed her, pushed her, challenged her. And then, poof. Gone.

She adjusted her glasses, a tic she’d developed over the years of analyzing his complex lectures. The room felt vast, echoing with the silence his absence created. He hadn’t even given her advance warning, not a peep. No final discussion, no final advice. Just… abandonment.

She reached for the manuscript, the one he’d been helping her polish. It felt heavy in her hands, a burden of expectations. She ran a hand through her hair, a frustrated gesture she'd picked up from the man himself.

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