The weight of the unread books pressed down on Ethan. His sanctuary, the library, used to be a place of solace. It was here that he built his collection of first editions, but his son, Sam, had come along and began devouring them. Sam seemed to know the location of every title.

Ethan found himself avoiding the library, the quiet now filled with Sam’s constant inquiries and excited pronouncements about authors and literary movements. He walked into the living room, where the light reflected off a stack of books piled on the coffee table. He was going to have to make his move.

He picked up a book and idly flipped through the pages. The words swam before his eyes. He felt a familiar hollowness, an echoing space inside him that grew with each passing day.

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