The library was a furnace. Each creak of the ancient building, each hushed cough from a patron, seemed designed to test Amelia's patience. She'd been hunting for a specific edition of *Wuthering Heights* for an hour, the librarian’s helpful but slow responses only making things worse. Finally, she found a copy, its spine cracked and pages yellowed. As she opened the book, a folded piece of paper fluttered out, landing at her feet. She snatched it up, the small motion a sharp, jerky movement.

The letter, penned in elegant script, detailed a forgotten love. Amelia didn't care about forgotten loves. She just wanted to find the damn book. She grunted, a short, breathy sound, and shoved the paper into the book, intending to leave it at the desk.

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