The patent lawyer’s office smelled of old paper and suppressed sighs. Amelia drummed her fingers on the cold, polished table, the sound echoing in the silence. Her prototype, the automatic dog-walking contraption, sat forgotten in its box, gathering dust. The lawyer, a man whose face seemed permanently etched with a weary frown, was explaining, again, how someone else had beaten her to the punch. The information seemed to sink into her skin, prickling it with a familiar discomfort. Amelia bit the inside of her cheek.

"So, they’ve already secured the patent?" she finally managed, her voice tight. The lawyer nodded, the movement slow and deliberate.

A wave of heat surged through her. She wanted to scream, to lash out at the universe for this injustice, but she knew better. Instead, she rose abruptly, knocking over her chair in her haste. The noise grated on her ears. "Thank you for your time," she mumbled, fleeing the room before the lawyer could offer any further condolences.

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