The email notification had arrived like a blow. *Congratulations! Your essay has been selected for the university's website.* Sarah sat frozen at her desk, the screen reflecting her wide, panicked eyes. She'd written about her hidden love of comic books, something she'd kept secret from everyone, terrified of judgment.

She stared at the image of the essay online, scrolling through the comments, each one a potential critique, a potential dissection of her innermost self. A sudden tremor ran through her limbs. She felt the sudden desperate need for silence.

She stood abruptly, pushing her chair back, the movement too fast, too aggressive. She had to get away from the computer, away from the prying eyes of the internet. Grabbing her keys, she fled the apartment.

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