Sarah tapped her foot, the incessant rhythm a counterpoint to the cheerful chimes emanating from Mrs. Peterson’s front door. Those wind chimes. They were a gift from some "dear friend" who had also, conveniently, paid for the new, slate roof. Sarah's own roof leaked like a sieve.

She peeled open the envelope, the electricity bill screaming a figure she couldn’t meet. The monthly payments were already a burden. It was the same story every month. She needed to know how the woman was so financially secure. Why she wasn't suffering like everyone else. Why she always acted so carefree.

She closed her eyes, trying to calm herself. But she just couldn't shake the feeling of being wronged, watching Mrs. Peterson stroll around in new clothes, all the while knowing the woman had a private elevator in her home.

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