The mail carrier had the nerve to smile as she delivered the book. "Isn't it exciting, Mrs. Petrov?" she chirped. Exciting? Anya felt her cheeks flush with heat. The biography, “Anya Petrov: Beyond the Ballet,” sat like a brick in her hands. The cover showed a ridiculously airbrushed picture of her, looking impossibly young and serene, nothing like the reality.

She practically ripped the cellophane off, her movements jerky. Inside, the narrative was a sanitized version of her life, omitting the struggles, the sacrifices, the sheer, unrelenting *work* that had brought her to this point. She wanted to scream. Anya threw the book onto the floor and slammed the door.

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