The first thing that hit Clara was the silence. The university, usually a hub of frenetic energy, felt eerily still. She stood in the student union, the bustling atmosphere replaced by a subdued hush. She'd been a volunteer at the student radio station, but she couldn’t bear to go in there today.

Her hands shook as she scrolled through her emails, looking for answers that simply weren’t there. She felt a tightness in her chest, a physical manifestation of her concern. Her future, once so clearly defined, now seemed murky. What about her internship? Her housing situation?

Clara spent the rest of the day in her room, staring out of the window. The setting sun cast long shadows across the campus. It was a beautiful view, but she could only see what was ending. She took a deep breath, fighting the feeling of being overwhelmed.

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