Mr. Olsen’s shoulders ached, the physical manifestation of the crushing disappointment he felt. He’d poured his heart into this year's science fair, but none of the projects had excited him. The apathy of the students, and the lack of engagement, had him feeling completely defeated. He felt a growing sense of isolation, as if he were separated from the world by a pane of thick glass.

A young woman stood at his classroom door. She held a small, glass vial filled with a glowing, bioluminescent liquid. "Mr. Olsen? It's Emily from your chemistry class. I made this."

The vibrant light pulsing within the vial was a stark contrast to his surroundings, and a glimmer of something he had been missing. It caught his eye, and held it.

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