He stared at the message, the words blurring before his eyes. "Hey! Just found an apartment in the same building as you! Crazy, right?" It was from Emily, the girl he’d been chatting with for months. A shiver ran down his spine. This was not the reunion he had envisioned. This was a potential disaster.

James had confided in her about everything, the fears and the awkwardness. He'd shared his dreams, his desires, his insecurities. Now, she was going to be… nearby. He felt a deep sense of vulnerability, exposed.

He sat back in his chair, the silence of his apartment amplifying his anxieties. His throat felt tight. He had imagined this connection as a refuge, not a prelude to this situation. He felt a sudden, profound desire to hide.

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