The digging was hard work, but the find was extraordinary. A simple wooden box, buried deep beneath the roots of an ancient oak tree. It was the only thing that felt wrong. He'd never seen this box. The contents felt wrong.

Inside the box was a collection of letters. The letters were addressed to himself. The handwriting was his own. The contents were… a mystery. He felt as if a great weight had been placed upon his shoulders.

He felt the blood drain from his face. He felt the urge to scream. He closed his eyes. He didn't know what to do. He felt the ground tilting.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229