Rain lashed against the windows of Danielโ€™s cramped studio apartment, mirroring the storm brewing inside him. He clicked the link to the online publication, *Artistic Visions*. His photography submission, a series of haunting portraits, was there. But the credit? "By Eleanor Vance." He felt a tightness in his chest, a constriction that made it difficult to draw a deep breath.

He ran a hand through his hair, leaving it standing on end. He'd spent months perfecting those images, each shot a piece of his soul. Now, they were someone else's.

He abruptly stood and started pacing. The small space seemed to shrink further. He felt a sudden, fierce urge to escape, to run and keep running.

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:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236