The chipped paint on the walls seemed to sneer. Clara had always hated this house; she was trapped, the house was a prison. This new discovery, this hidden room, felt like another manifestation of her dread. Her stomach churned. She paced the living room, the wood floors cool beneath her bare feet.

She'd been trying to replace a faulty outlet, and the wall panel, behind the outlet box, gave way, revealing a doorway. Inside, a room filled with shadows, musty air, and a faint scent of old perfume. She wanted to scream, to run, to smash everything to pieces.

She pressed her palm to her mouth, stifling a sob. The need to escape this suffocating place washed over her. She knew she shouldn’t go in, but she couldn’t stop herself from reaching for the door handle.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229