Liam drummed his fingers on the worn surface of his desk, the rhythmic tapping a frantic counterpoint to the racing thoughts in his head. A ā€œDā€ glared back at him from the history test, a scarlet stain on his carefully constructed academic record. He kept re-reading the grade, as if the act of doing so would somehow alter the reality.

His throat felt constricted, making it hard to swallow. The air in the library suddenly seemed thin, making it difficult to breathe. He glanced around the room, acutely aware of the other students, their silent judgment. Their focused study made him feel like an impostor, a fraud.

He pushed back from the table, his chair scraping against the floor, and rose to his feet. He felt a need to pace, to move, to escape the suffocating feeling of failure that enveloped him. He wanted to scream.

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