He slammed the workshop door shut, the force of it rattling the windows in the adjacent house. Inside, the metal scraps and half-finished projects seemed to mock him. James tossed the patent rejection letter onto the workbench with a resounding thud. His stomach twisted into a knot.

He felt a throbbing pulse in his temples. He’d spent months, fueled by coffee and sheer stubbornness, perfecting his self-watering plant pot, only to find someone else had already patented it. The audacity! He kicked a stray wrench across the floor.

He paced the confines of his small workshop, muttering under his breath. He envisioned the other inventor, probably a corporate giant, reaping the rewards of his hard work. He slammed his fist on the workbench. He needed a drink, a very strong drink.

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