He’d almost managed to convince himself he was over her. The past was past, he'd told himself, as he put on his suit. But now, amidst the festive atmosphere, James felt a familiar hollowness in his chest. He stood near the open bar, feeling the cold glass of beer against his palm. He watched her from afar, the way her hand moved when she spoke, the subtle tilt of her head when she listened.

He noticed her talking to someone, her eyes lighting up. He felt a sharp pang, a quick stab of something he recognized. He quickly finished his beer and went to find an empty table. He felt a sudden longing for the simplicity of a time before their break-up.

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