The antique clock on the mantelpiece ticked with maddening precision. Each second seemed to stretch into an unbearable eternity. Amelia ripped the envelope open, the paper tearing roughly under her fingernails. It was from David, the boy who'd ruined her senior prom by spilling punch down her sequined dress – a dress she’d agonized over for weeks.

She flung the letter onto the polished mahogany table with a resounding thud. The ink bled slightly on the thick parchment. Twenty years. Twenty years she’d spent avoiding the very thought of him, and now this. A belated apology. Utterly preposterous.

She stalked over to the window, arms crossed tightly. The late afternoon sun cast long shadows across the garden, a beautiful scene she usually found comforting. Today, it just felt...wrong. She wished the birds would stop their incessant chirping.

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