The world seemed to have tilted on its axis. Every surface in the dorm room – the desk, the bed, even the poster of the Golden Gate Bridge – now felt imbued with a sinister aura. Ava paced the room, running her hands through her hair, a habit she'd picked up recently.

She found herself snapping at her friends, pushing them away with curt responses and averted gazes. The laughter that used to come so easily now felt like a betrayal of her inward state.

Later that night, she huddled under her covers, listening to the muffled sounds of the campus. A single tear traced a path down her cheek. The words she had written felt like poison now.

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