The email arrived like a sudden blow. “Congratulations! Your essay, ‘Breaking Free from the Silence,’ has been selected for publication!” For Caleb, the congratulations sounded hollow. He'd poured his soul into the piece.

He threw the phone across the room. He felt a throbbing pulse in his head. The walls of his apartment seemed to close in, and he took a few deep breaths, trying to find some semblance of calm.

He closed his eyes and saw the essay, the words swirling on the page, each a reminder of his exposure. He could barely sit still. The idea of other people reading his words felt like a violation.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229