He stared at the clock, its hands mocking his predicament. The wedding, his sister’s wedding, was hours away. He had to be there. His leg bounced involuntarily, a frantic tremor that echoed the rapid beat of his heart. The fluorescent lights of the airport terminal seemed to buzz directly into his head.

He kept refreshing the airline’s app, willing the status to change. Each refresh was a punch to the gut. He could feel a prickle on his skin and the taste of metal on his tongue. He pictured his family, gathered, waiting, and a wave of something akin to panic threatened to overwhelm him.

He muttered a string of curses under his breath, then, catching himself, forced a shaky breath. His jaw clenched as he squeezed his eyes shut. He opened them and started pacing, his cell phone clutched to his ear, desperately redialing customer service again.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256