He adjusted his tie, the knot suddenly feeling constricting. Mark ran a hand through his hair, a nervous habit he hadn't fully kicked. He hadn't seen Sarah in months, years even, and yet, the thought of this evening sent a familiar ache through his gut. The band struck up a familiar song, the one they’d danced to at their first college party, and his ears began to ring.

He watched her from across the room, the way her laughter echoed through the hall, the way her eyes crinkled when she smiled. She looked happy, radiant even. He felt a sharp pang, a sensation that tightened his chest. He felt out of place, an intruder in a life he was no longer a part of. The best man began a toast, and Mark found himself staring at his shoes.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236