The attic air was thick with the scent of dried flowers and forgotten treasures. Liam ran a shaky hand across the dusty surface of an old trunk. Inside, nestled amongst faded photographs, was a letter. It was written to his younger self, a desperate plea for guidance. The words, penned in his own familiar hand, felt foreign and strange.

*ā€œI’m terrified,ā€* he read, his voice a strained whisper. The words echoed in the small space, bouncing off the rafters. His breath hitched. The letter was filled with anxiety and self-doubt, a testament to the battles he had fought, and the battles he still faced. He closed his eyes, the weight of the past pressing down on him.

He crumpled the letter, the paper crinkling in his grip.

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
šŸ˜ž0.296
worse0.291
šŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229