The fluorescent lights of the office hummed, a relentless drone that amplified the knot tightening in Amelia's stomach. She tapped her pen against the surface of her desk, a staccato rhythm that betrayed her inner turmoil. Today, she was supposed to be showing Sarah, her replacement, the ropes.

Sarah, bright-eyed and eager, sat across from her, a stark contrast to Amelia’s growing sense of unease. “So, this is where you input the client data,” Amelia mumbled, her voice catching slightly. She swallowed, trying to project a semblance of composure as she pointed to the screen.

Amelia’s fingers fumbled over the keyboard, making mistakes she hadn't made in years. Each error sent a fresh wave of heat creeping up her neck. A headache throbbed behind her eyes. *Just get through this,* she thought, her breath shallow. *Just one more day.*

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