He paced his apartment, the wooden floorboards groaning under his restless feet. The clock ticked with agonizing slowness. Liam kept running his fingers through his hair, ruffling it further with each pass. Sweat beaded on his forehead, despite the cool air conditioning. His best friend, Finn, had the audacity to schedule his birthday bash on the exact same date.

Liam had sent out invitations weeks ago, meticulously crafting each one. He’d booked a band, arranged for a catered meal, and prepared a slideshow of embarrassing photos. Now, a cold dread crept into his gut.

He grabbed his phone, his thumb hovering over Finn's number, but he stopped. He bit down on his lip, his stomach twisting. He was committed. There was no turning back now, was there? He glanced at the clock again, a fresh wave of unease crashing over him.

Emotion: nervous

Cluster: Fear / Anxiety
PC1 (Valence): -1.08 Negative
PC2 (Disposition): -0.47

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.229
trem0.203
😰0.203
😨0.201
緊張0.200
Suppressed:
la-0.397
que-0.260
a-0.242
B-0.217
H-0.210