The afternoon sun blazed through the window of the bus, turning the already cramped interior into a sweatbox. David mopped his brow, his patience wearing thin. He’d been trying to get to the library for an hour, and now he was delayed again. A wallet lay discarded on the seat next to him, a cruel joke.

He picked it up, feeling a knot tighten in his chest. A name, a picture, a collection of cards. And, of course, a substantial amount of cash. The bus lurched forward, making him stumble. He needed to get off.

He just wanted things to be simple, for once. He hated this.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224