The bright sunshine streaming through the classroom windows felt jarring against the gloom that had descended on Emily. The "B-" on her calculus quiz seemed to mock her, a glaring reminder of her perceived shortcomings. She'd always been a top student, and this felt like a crack in the foundation of her identity.

She gripped the edges of the quiz, her knuckles white. The world around her seemed to spin slightly, the voices of her classmates becoming a distant buzz. She wanted to disappear, to vanish into thin air and escape the public display of her lack of success.

Her breaths came in short, shallow gasps. She needed to leave, to find a quiet space where she could gather herself. She pushed herself to stand, her legs feeling wobbly. It felt like an eternity before she was able to make it to the door.

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
ç·Šå¼µ0.200
Suppressed:
la-0.397
que-0.260
a-0.242
B-0.217
H-0.210