The coffee tasted like burnt tires. Elias glared at the steaming mug, the fluorescent lights of the library somehow even more offensive than usual. He slammed the cup down, sloshing a bit of the dark liquid onto the already stained table. His advisor, Dr. Albright, was abandoning them. *Leaving.* Just weeks before the final draft was due. Utterly ridiculous.

He yanked his phone from his pocket, scrolling through his unread emails. They all looked the same: invitations to tedious meetings, newsletters, and a particularly annoying message from his mother asking if he'd been eating properly. He deleted them all with a vicious swipe.

A vein throbbed in his temple. He needed to get out of here. He needed *air*, and something, anything, other than this preposterous news. He gathered his things, his movements jerky and impatient, and stomped towards the exit.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184