The aroma of burnt coffee hung heavy in the air as Alex paced back and forth across the kitchen. He had been expecting Sarah home an hour ago. He glanced at the clock on the microwave, his stomach twisting into knots.

He spotted a small, leather-bound notebook lying on the counter. It was Sarah's. He hesitantly picked it up. He flipped the cover open, and saw the first entry. "Go to Italy. Learn to paint. Become fluent in Spanish."

Alex's jaw clenched. He set the notebook back down, a tremor running through his body.

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