troubled - Story 155370 | Emotion Vectors in Gemma4-31B

The city noise was a constant assault on Emily’s senses. The deadline was looming, the pressure was immense, and she felt like she was running on fumes. She dreaded going to the mailbox, expecting another notification about the failure.

She spotted the card amidst the bills and flyers. It was a cartoon drawing of a cat with a party hat. The card announced, "Wishing you the best!" in bold, playful lettering. She didn't recognize the handwriting. It didn't make sense.

“Hope you find some peace,” the card read. She felt a sudden, sharp pain in her chest, a physical manifestation of her stress. She ripped the card in half, then, with a sigh, picked up the pieces, and pieced it back together.

She went back to her desk and opened her laptop. She stared at the screen, but didn't work.

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
`S`	0.317
`ness`	0.302
`😔`	0.294
`😢`	0.272

Suppressed:

`de`	-0.553
`la`	-0.511
`l`	-0.307
`/`	-0.260
`(!)`	-0.236