The sun was already dipping below the horizon, casting long, eerie shadows across the overgrown garden. Sarah’s fingers were numb as she fumbled with the key, a chill spreading through her despite the warm evening. Her brother, Michael, was humming a song, completely relaxed.

Inside, the air was stagnant, heavy with the ghosts of forgotten memories. Each footstep on the creaking floorboards felt too loud, each shadow seemed to shift and change in the dim light. Sarah’s breath hitched in her throat.

She hugged herself, rubbing her arms. The weight of the house, of the past, pressed down on her. She felt pinned, stuck in place, unable to move. She needed to get out, and yet she couldn't.

"Everything's fine," she whispered, her voice barely audible.

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