Michael's hands fumbled with the remote, the television screen displaying a cooking show. He stopped, suddenly frozen. On the screen, a celebrity chef was demonstrating how to make his signature Chicken Cacciatore - his mother's recipe, the one she taught him before she passed.

His heart sank like a stone in his chest. His breath hitched, and he felt a cold sweat break out across his forehead. His apartment felt too small, the walls closing in. He felt compelled to watch, helpless.

He sat there, riveted, as the chef explained his "unique twist" on the dish. He wanted to scream. He wanted to run. Instead, he just sat, rooted to the spot, a hollow feeling spreading through his core.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257