The phone vibrated relentlessly in her pocket, each buzz a fresh stab of worry. She’d been avoiding her friends since she saw the notice. They had all come to this school with so many dreams, and now... It was all so uncertain. She didn't want to talk about it, couldn't bring herself to face their shared devastation.

She sat on her bed, clutching a worn-out teddy bear. Her heart was hammering against her ribs. She felt the urge to pace, to run, to scream. The room, usually a haven, felt cramped and oppressive. The walls seemed to be closing in.

She stared at the textbooks piled on her desk, the symbol of her ambition, now just a reminder of shattered plans. A single tear traced a path down her cheek, followed by another. She pulled the covers over her head, the darkness offering a small, temporary respite.

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
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256