He found the letter tucked between the pages of his grandfather’s old photo album. A crisp white envelope with a handwritten address, unfamiliar yet hauntingly familiar. Liam's breath hitched as he stared at it. His grandfather, a man of secrets, of quiet smiles and tightly held truths. He carefully pried open the envelope, the paper crackling in the silence of the room.

Inside, a letter. A woman's name. A story of a life he never knew, a life intertwined with his own in ways he hadn't imagined. He felt a tightening in his chest, a constriction that made it difficult to breathe. The photograph of a young woman, strikingly beautiful and with eyes that mirrored his own, slid out.

He sat there, utterly still, the letter and the photo a weighty burden in his hands. He closed his eyes, picturing his own life: the predictable routine, the carefully constructed walls. Now, this. He felt a coldness wash over him, as if a great weight had been placed upon his shoulders.

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