The relentless ticking of the clock seemed to mock Alex's increasingly agitated state. He found himself avoiding eye contact with everyone, his heart beating a frantic rhythm against his ribs. He felt like he was trapped in a box.

Then, he heard a familiar name mentioned. It was Sarah talking to someone about summer camp. Alex reluctantly looked up to see a photo of a lake. “Camp Willow Creek,” she was saying. Alex felt a surge of panic.

Sarah turned toward him. "Alex, did you ever go to Willow Creek? Such a blast!" she said brightly. Her words seemed to reverberate in his skull. He stared at his desk, suddenly desperate to escape.

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