The lawyer sat in his ornate office, the letter spread out before him on the polished mahogany desk. His fingers drummed a restless rhythm against the wood. The words, penned in his own youthful hand, described his dreams of doing good, of fighting for the underdog. Reading them now, he felt a strange sense of… emptiness.

He glanced at his reflection in the dark glass of the window, his expression grim. His tie felt too tight, constricting him. The weight of his current reality pressed down on him. The letter felt like an accusation, a reminder of the compromises he’d made, the ideals he’d abandoned.

He pushed back from the desk with a sharp sigh, the chair scraping loudly against the floor. He needed a walk. Immediately.

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