The clatter of the coffee cup hitting the saucer was far louder than necessary, echoing in the sudden silence of the morning. Martha glared out the kitchen window. There was Mr. Henderson, his bald spot gleaming in the sunlight, pointing at the towering oak that straddled their property line. The man was a constant source of frustration.

She took a long, sharp breath, feeling a knot tighten in her chest. Didn't he understand that the oak offered shade? That it was beautiful? This was a ridiculous request.

"Well, now," she muttered under her breath, grabbing her purse with more force than needed. She marched outside, the screen door slamming shut behind her with a resounding thwack.

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