The rhythmic pounding was a physical assault. Clara squeezed her eyes shut, trying to block out the noise, but it was useless. It vibrated through her bones, rattling her teeth. The air inside the house felt thick, stifling.

She’d been attempting to bake a cake, but the noise made the whole process impossible. Her hands shook as she measured the flour, and she accidentally spilled half of it on the counter. The smell of the unbaked flour made her nauseous.

She sat heavily at the table, her head in her hands. The thought of the days, possibly weeks, of this was deeply unsettling. She couldn’t think, couldn’t concentrate, couldn’t even relax. She felt imprisoned in her own home.

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