The clatter of the dishes echoed too loudly in the otherwise silent apartment. Ava sat frozen at the kitchen table, watching Leo effortlessly flip through a book in Swahili. She had loved the language since childhood. It was her connection to her family, her roots.

He'd been so eager to try her cooking, so delighted by her stories of growing up. Now, he held a secret, a piece of her life he'd claimed as his own, without her knowing. It was like he’d stolen a hidden key.

She pushed back her chair with a sharp scrape. He looked up, his face a perfect mask of innocence. She needed to get out.

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
λ‹€μ‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290