The porch swing creaked rhythmically, a mocking counterpoint to the racing pulse in Amelia’s chest. She hugged herself, even though the evening air was warm. Across the manicured lawn, the rogue Labrador was back, its brown eyes fixed on her. Again. She’d just managed to get her toddler down for the night. Now this.

Her knuckles were white as she gripped the phone, scrolling through the contacts. The dog’s owner’s number. Again. She almost deleted it, the thought of the inevitable shrug and apology already souring her stomach.

She backed away, slowly, her gaze never leaving the dog. A low growl rumbled in its chest. Her legs felt like lead. She whispered a frantic "no, no, no" as it started to trot closer.

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