The antique shop was dimly lit, filled with the scent of aged paper and forgotten stories. Amelia, lost in a sea of vintage trinkets, stumbled upon a trunk overflowing with letters. She found one with her own handwriting, a letter never dispatched to her grandmother. The envelope was creased and worn.

She sat on a stool, the wood cold against her skin. The letter detailed a school incident where she felt alone. She was scared. It was full of youthful angst, a vulnerability that made her wince. Her face flushed, and she felt a knot form in her chest.

She read on, re-experiencing the humiliation. Tears welled up in her eyes, blurring the elegant script. "I was just a kid," she muttered. She buried her face in her hands, wanting it to go away.

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