The cardboard box sat on the doorstep, stubbornly refusing to dissolve in the morning drizzle. Liam crouched, wrestling with the plastic shipping tape that seemed to be superglued to the brown surface. He tugged, the sound of tearing a ragged counterpoint to the chirping birds. He'd lived here for six months, and this wasn’t the first time.

He glared at the label. “Ms. Eleanor Ainsworth.” Empty nest syndrome, he guessed. The woman who’d lived here before had apparently signed up for a monthly box of… what, exactly? He heaved the package into the hallway, leaving a muddy trail across the freshly-cleaned tile.

“Fantastic,” he muttered, grabbing his keys. He would have to call the delivery company. Again. This felt like a full-time job.

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