A tremor ran through David's hands as he folded the paper carefully. It was tucked inside Emily’s favourite book, a well-worn copy of “Pride and Prejudice.” He’d stumbled upon it while dusting the shelves, a task he’d taken on while she was away on her business trip.

*Go skydiving.* That one jumped out at him, bold and unapologetic. Emily hated heights. He reread the whole list, items meticulously numbered, each one a whisper of a life he barely knew.

His heart pounded. He sat down heavily on the floor, the book clutched in his lap. The air in the room felt suddenly thin. He hadn’t felt this unsettled since… since the day he’d met her. The possibility that she might be yearning for something beyond him felt like a physical blow.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228