He held the invitation between two fingers, as if it were contaminated. It was shiny, the paper smooth, and the wording was far too optimistic. He tossed it onto the pile of unopened mail on his counter.

He recalled the stinging laughter, the cutting comments, the way he’d been treated. He was still trying to scrub the remnants of that period off his soul. What could those people possibly want from him after so long?

The thought of going brought a sour taste to his mouth. He imagined the scene: the forced conversations, the patronizing smiles, the inevitable pity. He shook his head slowly. He wouldn't subject himself to that. Not now. Not ever.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256