The relentless dripping of the leaky faucet in the guest bathroom echoed in Liam’s ears as he stared at the metal container he’d unearthed in the garden. He’d spent the morning wrestling with the plumbing, only to discover this oddity buried beneath the rose bushes. The tap seemed to mock him with its rhythm of "drip, drip, drip" . He felt a sharp knot forming in his stomach.

He ran a hand through his hair, leaving a streak of dirt across his forehead. Why couldn't he remember planting this blasted thing? He picked up a crowbar from his toolbox. The garden, he decided, could wait.

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