The office was unusually warm. The hum of the air conditioning seemed to mock Clara's discomfort. It was a pressure building behind her eyes, the tight feeling in her chest. She needed a moment. She glanced at the new girl, a picture of youthful energy, and wanted to run.

"Okay, so the billing process is pretty straightforward," Clara began, her voice sounding raspy. She forced a smile. It felt unnatural.

She felt a sharp pain in her temple, a direct result of the hours she had to spend training her replacement. The girl, whose name was Emily, seemed to soak up information like a sponge. *Good for her*, Clara thought bitterly, before forcing herself to stay calm.

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