"Are you sure about this, Liam?" Ethan asked, fiddling with the strap of his messenger bag. The question hung in the air, heavy with unspoken concerns. Liam ignored the tremor in his hands. He grabbed his keys and unlocked the old front door.

Inside, the silence was almost deafening. The air was thick, carrying a musty, forgotten smell. Liam moved through the hallway as if navigating a minefield, each step deliberate, each sound amplified.

He found himself constantly checking over his shoulder, as if expecting someone, or something, to be there. He could feel his heart pounding against his ribs, a frantic drumbeat in the stillness.

"Just… get it over with," he muttered, opening the living room curtains. The sudden influx of light made him squint. He didn't want to fail.

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