He ran his hand along the cold, stone walls of the cellar. The new house was supposed to be a refuge, a place to heal. But the silence, the vastness, of the home magnified the emptiness inside him. He felt the familiar weight pressing down on his shoulders.

He was exploring the lower levels of the house. Behind a rack of wine bottles, a section of the wall was different, almost invisible. He pushed, and the wall yielded.

The hidden room was small, with a single, small window. On a table in the center, a tarnished silver locket. He picked it up, and felt a rush of both recognition and profound sadness.

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