The elevator ride felt interminably long. Sarah clutched her coffee cup, her knuckles white. Professor Kim’s announcement - it hung heavy in her mind. Her carefully crafted research plan, the intricate path she had built with Professor Kim, now felt like a house of cards.

She got out on her floor and walked slowly down the hallway, each step deliberate, as if she were wading through thick mud. The familiar smell of the science building, usually comforting, suddenly seemed sterile, antiseptic. She had to talk to someone.

She opened the door to her lab, her breath catching in her throat as she saw a student. They were deep in conversation. Sarah was almost to them when the student smiled and moved on. So she had missed her chance. She closed her lab door and went to sit at her desk. The empty desk.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256