Liam drummed his fingers on the steering wheel, the repetitive tapping a frantic counterpoint to the city’s cacophony. He’d stumbled upon the novel while helping his girlfriend, Maya, move some boxes. Now, a feeling of unease lingered, as he imagined his own life dissected and reassembled on the page.

He checked his rearview mirror, then checked it again. The reflection offered no comfort. He glanced at the passenger seat where he had placed the book. He wanted to read it, but his chest felt constricted. His breath came in shallow, choppy bursts.

He gripped the steering wheel harder. The traffic moved at a snail's pace. He wanted to scream. He imagined a conversation with Maya, which felt like an impossible summit to scale. He put the car in park and turned off the ignition, the silence amplifying the thrumming in his ears.

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