The pounding started again, a rhythmic thud that vibrated through the floorboards. Amelia clutched the edge of her chipped mug, her knuckles white. She’d tried to ignore it, to lose herself in the crossword, but the bass was unrelenting. Each pulse seemed to burrow into her chest, making her breath catch in her throat. She glanced at the clock: 3:17 PM. On a Tuesday.

Her heart hammered against her ribs. She felt a prickle of sweat form at her hairline. Swallowing hard, she stood and paced the small living room, stopping at the window to peer at the offending house. The blinds were drawn. A low, guttural moan escaped her lips.

This again. The note she had written a month ago, the one about keeping the noise down, still sat untouched on the counter, crumpled. She felt paralyzed, unable to move forward, and each thud of the music felt like a fresh blow.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229