The phone felt heavy in her hand. Emily kept staring at the screen, re-reading the email. Tears pricked her eyes, but she stubbornly blinked them away. The scholarship, her salvation, taken from her. She felt a frantic need to move, to do something, anything. She began pacing, her steps quick and uneven, the floorboards groaning under her agitated energy.

The memory of her parents’ faces, their sacrifices for her education, flashed through her mind. The thought of their disappointment tightened her chest, making it hard to breathe. She bit her lip, tasting the metallic tang of blood. She felt a raw, exposed feeling, like she’d been stripped bare.

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