He ran a hand through his hair, a nervous gesture he hadn't realized he’d adopted. The email sat open on his laptop: “Found a great place! Just a few blocks from your address, it seems.” Liam felt a knot tighten in his gut. His online companion, Maya, had been a lifeline. She was the only person he felt truly connected to. Now, she was going to be *there*, in the real world.

He felt the sudden urge to delete the email, to pretend he hadn't seen it, to erase the very notion of a face-to-face meeting. His breath hitched as he imagined it. Would she judge him? Would she see through the carefully crafted persona he presented online? He leaned back in his chair, the leather creaking under his weight. He’d spent years perfecting the facade, shielding himself from the world.

He stood up, unable to sit any longer, and walked over to the window, gazing out at the bustling street below. The vibrant colors and constant movement seemed to intensify his internal turmoil. He felt a deep, unfamiliar unease. He felt trapped.

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