The familiar scent of old books and pipe tobacco hung in the air of the library, but it held no comfort for Leo. He wandered aimlessly through the stacks, searching, knowing he wouldn’t find her. Professor Davies' absence had left a hollow ache in him, a gaping void where her wisdom and encouragement had resided. His breathing felt shallow, his chest constricted. He ran his fingers along the spines of the leather-bound volumes, each touch a reminder of their shared history. He felt adrift, like a ship tossed about on a storm-ridden sea.

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