The aroma of freshly baked bread, usually a comfort, felt cloying in the bakery's front of house, her new workspace. Maria, a seasoned accountant, was now tasked with handling the store’s customer service. Her hands began to tremble as she considered the task ahead.

She had spent her career in the quietude of numbers and spreadsheets. The constant stream of customers, the demands for quick service, felt overwhelming. The cheerful smiles of the staff felt forced, the noise level unbearable.

She fumbled with the register, her fingers clumsy and unresponsive. She could feel the stares of the waiting customers. Each transaction felt like an insurmountable hurdle.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290