The constant strumming of a ukulele filtered through the floorboards. David ran a hand through his hair. He'd poured his heart into his guitar playing, but now it was a duet - his daughter, Chloe, had latched onto the music with an unrelenting passion. It felt like every note had been amplified.

He sighed, pushing away from his desk. He walked into the living room, where Chloe sat beaming, as she continued to play, barely glancing his way. He just wanted a bit of quiet time. He thought to himself, "Maybe I'll put in some ear plugs."

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