The shovel slipped in her hand, sending a spray of dirt across her pristine white sneakers. "Oh, you're back!" The words burst from her, sharper than intended.

"Just wanted to run this by you one more time. The zucchini situation in my yard is just dire," Mr. Henderson said, ignoring the obvious disruption. His face was a mask of pleading sincerity.

She leaned on the shovel, the cool metal oddly comforting against her sweaty palms. The man had a whole back yard. It was a joke. He’d already dropped by last week. This was his *third* attempt.

“I’ll give it some thought,” she said, her voice strained. She turned and walked back toward the house, her shoulders stiff. She’d better get a lock for that fence, just in case.

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