The concert hall buzzed with anticipation. Emily, a freelance composer, should have been radiant, basking in the glow of her first orchestral debut. Instead, a leaden weight pressed down on her. The program listed a "David Moreau" as the composer of the night's piece. Her piece. The air around her thrummed with a discordant note.

She wandered towards the balcony and watched the audience fill the seats. Her hands clenched and unclenched. She felt utterly disconnected, a ghost in her own story.

Her heartbeat quickened as the lights dimmed, readying for the first notes.

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