"Oh, for crying out loud," Sarah muttered, her voice a low growl. She snatched the bouquet from the confused teenager at the front desk. Lavender and baby’s breath. How utterly predictable. She hadn't ordered flowers.

She stalked back to her office, the floral arrangement bobbing precariously in her arms. The smell was already starting to give her a headache. She dropped the bouquet onto her desk with a thud, scattering papers. This was the third delivery this week. Each one a fragrant, silent accusation. She wished, with a sudden ferocity, that the sender would just *say* something.

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