The afternoon sun poured through the window, illuminating the dust motes dancing in the air. John was stuck, stuck, stuck. He sifted through his uncle's things. He hated this, this sense of obligation.

He pulled open a drawer and sighed. It was full of old receipts and tax documents. And then, at the bottom, a folded piece of paper. The familiar handwriting, his father's. A draft of a resignation letter from his accounting firm.

He read the words, the stiff formality. "Unforeseen circumstances." He tossed the letter aside, and with it, all the mess. He needed out.

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