Sarah kept her gaze fixed on the flickering TV screen, though she couldn’t tell you what was playing. Her hands, usually restless, lay still in her lap. The soft, rhythmic click of keys from the study echoed through the otherwise silent apartment. It was late, almost midnight, and Mark had been in there for hours.

A faint giggle, a sound Sarah barely recognized from the man she knew, drifted into the living room. Her stomach twisted, an uncomfortable knot tightening its grip. She took a deep, shaky breath, her fingertips suddenly icy.

She stood and made her way towards the study, her steps hesitant. The door was slightly ajar, and she peered in. Mark was hunched over his laptop, a textbook open beside him. He muttered something in a language she didn’t understand, then laughed again, this time a deeper, more intimate sound.

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