Liam was in the middle of a Fortnite match when the follower alert appeared. His fingers fumbled on the controller, his character getting eliminated almost instantly. He slammed the controller down, the plastic clattering against the desk. He hadn't posted anything embarrassing, had he?

He quickly navigated to his teacher, Mrs. Rodriguez’s, profile, his heart rate accelerating. He noticed she’d liked a post about a school play he was in, a role he'd almost chickened out of auditioning for. He felt a prickly heat rise up his neck.

The thought of facing her in algebra the next day was suddenly incredibly daunting. He imagined his face turning red. He grabbed his phone and started deleting old, cringeworthy posts. He spent the rest of the evening in a frenzy, feeling a deep unsettling sensation in his chest.

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