The dripping tap in the bathroom was driving her mad. For the past week, it had been a steady, relentless *drip, drip, drip*, a constant reminder of her mounting bills. She'd tried tightening it, but the tap stubbornly refused to cooperate. She pictured the plumber's face, a smug man who always took his time, and felt a surge of pure, unadulterated aggravation.

She went and found a wrench.

Then the knock. The house, apparently, had served as the place where a con man pulled off numerous schemes. She felt a profound sense of violation, a feeling that she was living in someone else's tainted domain. She wanted to burn it all down.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205