"Can't you keep it down?" The words, a low growl from the elderly man next door, hung in the air after he'd rapped his knuckles on the wall. The sound of her cello practice had clearly become a source of irritation.

The bow slipped in her hand, the movement clumsy and off-rhythm. Her shoulders slumped. Each note, previously a source of comfort, now felt like a violation. She hated the feeling of causing problems.

She put down the cello, its polished wood reflecting her own miserable face. The silence in the small apartment was almost unbearable, punctuated only by the frantic thumping of her own heart. She felt like crawling into a hole.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236