He’d always been a creature of habit, and the new house was shattering every one. Ethan’s stomach felt like it was doing somersaults as he tried to hammer a picture frame into the wall. The walls felt close, the silence too loud. His partner, Sarah, was at work, and he was alone with his swirling thoughts.

The attic door, which he’d avoided for days, creaked open under his hesitant push. He climbed the stairs, the wood groaning beneath his weight. Dust motes danced in the lone ray of sunlight. It was a mess, filled with forgotten furniture under sheets. He was starting to feel the pressure in his head as he investigated, wanting to get back downstairs and out of the enclosed space.

Then he saw it. A section of the wall that didn’t quite line up. A seam, barely visible, ran from floor to ceiling. He ran his fingers along the wall, searching for a release. His breath hitched. It was a secret. His gut clenched, a wave of unease crashing over him. He pressed against the panel. It yielded with a soft click, revealing a hidden room.

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