Liam ran his thumb across the embossed seal on the envelope, the texture of the paper rough against his skin. He was going through his uncle's papers, settling his estate after a long illness. The letter, found tucked inside a leather-bound journal, was addressed to a publishing house. It was a letter of resignation. The tone was unexpectedly curt, almost dismissive. The reasons provided were minimal, a vague reference to "artistic differences." The sharp words caught him off guard. A chill washed over him. He felt oddly vulnerable, like he'd stumbled upon a private world he wasn't meant to see.

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