Liam drummed his fingers on the worn tabletop, a nervous staccato against the silence of the library. He’d told his parents he was studying, but the textbook in front of him remained stubbornly unread. The fluorescent lights hummed, a monotonous drone that felt like it burrowed into his skull.

A tightness gripped his throat. He’d replayed the conversation with his advisor a hundred times, each time imagining a different outcome. Now he imagined the words on the screen, the rejection a certainty. His palms were slick with sweat. He should just open the damn thing.

He avoided the notification on his phone, the blinking light a burden. He couldn’t. Not yet. He closed his eyes.

Emotion: uneasy

Cluster: Fear / Anxiety
PC1 (Valence): -1.80 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.240
😖0.231
😣0.231
느껴0.226
worse0.222
Suppressed:
de-0.474
la-0.465
happy-0.261
a-0.255
ecstatic-0.228