The fluorescent lights of the office hummed, a constant, irritating buzz that mirrored the noise in Sarah's head. The promotion had gone to someone else, her relationship was on the rocks, and she felt suffocated. It felt like everything was crumbling around her. She walked to the mailbox to find a bill she couldn't afford.

But there was a brightly colored card with glitter all over it. Her birthday was months away. An anonymous "Happy Birthday!" greeted her from the front of the card. She examined it with suspicion.

"Wishing you brighter days," the message inside read. Sarah's hands tightened into fists. She didn't want brighter days. She felt like she deserved the darkness. She ripped the card into shreds.

She went back into the office and sat at her desk, staring at the computer screen. She stared at 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