A wave of heat rose from within. The invitation, emblazoned with a picture of a youthful, smiling group (none of whom she could immediately place), lay discarded on his desk. He swiveled in his chair, the squeak of the leather grating on his ears. The whole concept felt… unnecessary.

He ran a hand through his thinning hair, a familiar gesture that always seemed to leave him feeling more tangled than before. The reunion was in his hometown, a place he hadn’t visited in years, a place filled with ghosts of his younger self. "Just a waste of a Saturday," he muttered under his breath, already calculating the traffic. He’d probably have to make small talk with people he barely remembered.

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