The email sat in her inbox, glowing like a malevolent beacon. A lump formed in Clara's throat. She'd been accepted to the prestigious program, but the financial aid… that was the lifeline. Now, the subject line read: "Regarding Your Scholarship." She pushed the refresh button on the page, the click echoing in the sudden quiet of her dorm room.

Her fingers trembled as she clicked the message open. The university’s official font seemed to mock her, each letter crisp and unforgiving. Sweat beaded on her forehead. The first paragraph confirmed it. An administrative error. The scholarship, the one that covered almost everything, was not hers.

She ran a hand through her hair, her stomach twisting. What now? The tuition bill, a monster she'd managed to keep at bay, loomed large. She imagined the look on her parents' faces. They'd sacrificed so much.

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