The antique shop was already a mess, the sunlight barely penetrating the grime-coated windows. Sarah felt a tension settle in her jaw as she stared at the ornate wooden box. It had been unearthed during renovations on the old schoolhouse. It was something she'd bought, she realised, her mind still searching.

The shop owner, a portly man with a perpetually cheerful demeanor, was happily humming a tune. She did not share his enthusiastic mood. He offered to help her open it and she shot him a sharp look. Taking a deep breath, Sarah finally unlocked the clasp. Inside, the box held a collection of her old notebooks, filled with her childish handwriting.

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