A vein throbbed in Michael’s temple. He tossed the book onto the coffee table with a resounding thud. The constant high-pitched squeal emanating from next door was making him want to scream. It was as if a flock of particularly unruly seagulls had taken up residence in Mrs. Gable’s garden.

He got up and began pacing the living room, hands shoved deep into his pockets. He stopped at the window, peering through the gap in the blinds. Mrs. Gable's granddaughter, a teenager with bright pink hair, was attempting to tune a violin. Or, at least, that's what it looked like.

"Oh, come on," Michael muttered under his breath. He grabbed his keys and headed toward the door. This would probably be a waste of time, he knew.

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