He slammed the drawer shut, the force of it rattling the old desk. The letter, clutched in his trembling hand, felt accusing. It was a plea, a childish cry for help that he’d penned to his own father, decades ago. He’d clearly been so naive, thinking his father would actually *care*.

“Stupid,” he muttered, pacing his small apartment. The words on the page were a stark reminder of his past vulnerabilities, his youthful yearning. He ran a hand through his thinning hair, the familiar frustration gnawing at his insides.

He crumpled the letter, considering tossing it in the fire. His chest felt tight, constricted by the weight of unfulfilled expectations and buried resentment. He wanted, no, he *needed* to get out of the house. Now.

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