"Are you alright, Clara?" her sister asked, her voice laced with concern.

Clara just nodded, forcing a smile that felt brittle. The party, once a source of excitement, now felt like a cage. She'd seen Mark across the room, tall and familiar, and excitedly rushed over. He had looked at her like she was a stranger.

She excused herself from the conversation, and found a quiet corner in the garden. The air was cool and smelled of damp earth. She wrapped her arms around herself, as if seeking comfort. Her breath hitched. The music seemed to pulse with a mocking rhythm, each beat a reminder of her lost connection.

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