"I don't understand," Mark blurted, the words escaping before he could filter them. He stared at the marked-up science project, the red pen slashes a stark contrast to his usual expectations. A cold knot formed in his gut, twisting and tightening with each passing moment.

He ran a hand through his hair, mussing it further. He felt a sudden, urgent need to understand where he’d gone wrong. He focused on the professor's comments, but they seemed to swim on the page, the ink blurring together. The room seemed to close in around him, the scent of antiseptic and stale coffee suddenly overwhelming.

He shifted from foot to foot, his leg bouncing in a nervous rhythm. He wanted to argue, to defend himself, but the words wouldn’t come. He felt strangely tongue-tied, paralyzed by the weight of the disappointing grade.

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