The room was stuffy, the air thick with unspoken anxieties. The hum of the machine in the corner, a vital piece of diagnostic equipment, felt like a personal attack. She sat hunched in a chair, her gaze fixed on the floor, willing the minutes to tick by. Each second was an eternity.

A cough from the adjacent chair broke the silence. She glanced up, meeting the gaze of a man whose posture mirrored her own. He looked exhausted.

He shifted uncomfortably. "This is...a lot," he murmured, his voice laced with a weariness she understood completely.

She nodded slowly. There was nothing more to say, no comforting words that would alleviate the pressure.

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