He’d almost thrown up in the bathroom earlier. Liam scrubbed at the sink, the cold water doing little to quell the churning in his gut. The violation was a cold, hard thing. He'd poured his heart onto those pages, secrets, vulnerabilities, all laid bare. Now, they were potentially common knowledge.

The library felt suffocating, even with the vast space surrounding him. He kept checking over his shoulder, a nervous tic he couldn’t seem to control. Every glance, every raised eyebrow from a passing stranger, felt like a judgment.

His phone buzzed. A text from his roommate, Mark: "Need to chat. Can we meet up later?" Liam deleted the message without replying. He felt a profound desire to disappear, to find some place where the weight on his chest could dissipate.

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