“Honestly,” Michael muttered under his breath as he desperately searched for the remote control. He was certain he’d left it on the coffee table. He was going to miss the start of the game.

He pushed aside a stack of books, and underneath, he saw a worn, hardcover book. Curious, he picked it up. It wasn’t a book, it was a diary, and the first page listed several long-term goals. “Hike the Appalachian Trail. Learn a new language. Own a vineyard.” A flush began to creep up Michael’s neck.

He slammed the book closed, the sound echoing in the otherwise quiet room.

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