The sunlight blazed through the kitchen window, hitting Amelia directly in the face. She blinked, pushing back a stray strand of hair. It was already too hot. She'd told her sister, "Leave it to me, I'll clear out the loft!"

She hefted a box of old documents, the cardboard groaning under the weight. She wasn’t sure how many more trips she could make up and down the creaky stairs before she collapsed. Inside, beneath a pile of old tax returns, she found it. A letter. Her stepmother's familiar handwriting. A letter of resignation from a job at the local library.

Amelia felt the muscles in her jaw tighten. She read it, the words seemingly mocking her. The reason? The letter was…vague. "Personal reasons." Just…that. The paper felt flimsy and cheap under her fingertips. She chucked it back in the box. Damn everything. She turned away from the light and went in search of a cold drink.

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