The rhythmic thump of the bass drum vibrated through the floorboards, a relentless pulse that seemed to burrow into Martha’s skull. She slammed her gardening shears onto the potting table, the metal clanging against the ceramic. Her hands clenched into fists, nails digging into her palms.

Martha marched to her front door, flung it open, and stomped across the lawn. The source of the commotion was immediately obvious: the new family next door, huddled around a monstrous speaker system in their backyard. The father, a burly man with a red face, was enthusiastically waving his arms to the music.

"Excuse me!" Martha called, her voice tight. "Could you possibly… turn it down a bit? I'm trying to, well, I’m trying to get things done."

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