The bus bumped along the road, and she clutched the biography tightly in her hands. "The Girl from the Valley," was the title. She didn't recognize the author's name. It was some kind of "inspirational" memoir, a glossy version of her life, filled with uplifting platitudes. She found herself grinding her teeth. The woman had taken her story, embellished it, and commodified it.

She pushed the book into her bag, the action a harsh shove. The bus screeched to a halt, and she rose quickly, desperate to escape the enclosed space. The air suddenly felt too thick. She needed to get away.

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