He stared at the attic door, the key trembling slightly in his hand. The realtor had mentioned the previous owners were “eccentric,” but this… this was different. He swallowed, a dryness coating his throat. A bead of sweat trickled down his temple.

He reminded himself he was a grown man, a homeowner. He should not be standing here, his heart thudding in his chest like a trapped bird. He unlocked the door, the metal groaning in protest.

He pushed the door inward and took a shaky breath. Dark and dusty. He switched on the light. Boxes. Old furniture. A child's rocking horse. He felt a creeping unease begin to bloom in his stomach.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228