The silence in the library pressed down on Emily. She glanced at the book in her hands, barely able to focus on the words. She had been so open with "PoetryLover12" and now they were… near. A message. "Just saw you walk into the library. Come say hi?"

She felt as if her bones were made of glass, each movement a potential shatter. She gripped the edge of the table, her knuckles white. She had shared secrets with this stranger that she hadn't even told her family.

She knew she should go, should face the truth. But the thought of it triggered something very deep inside. Her breathing grew shallow. She tried to tell herself that it was a simple thing, a friendship becoming real. But inside, her mind screamed different things.

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