He heard the crunch of gravel before he saw her. He was meticulously aligning the garden gnomes, each a tiny soldier in his miniature battlefield of petunias. Mrs. Henderson, a whirlwind of floral print and unwavering optimism, emerged from behind the privet hedge. "Oh, Arthur! Wonderful timing!"

Arthur’s jaw clenched. The placement of the gnomes was crucial; any disruption would throw off the balance. "Yes, Mrs. Henderson?" he asked, his voice strained. He felt a prickly heat rise in his chest.

She wasted no time in her request. He listened as she rambled about tomatoes and basil, all the while picturing his perfect lawn, now under threat. He cleared his throat. "I’m not sure…" he began, his fingers twitching. The sun felt unusually oppressive. He ran a hand through his hair, already calculating the number of hours it would take to remove any encroaching roots.

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