The sterile white walls of the waiting room pressed in on her. Each passing minute felt like an eternity. She needed to escape, to get away from the thoughts that swirled in her head.

She picked up a discarded paperback novel. A bookmark, a pressed leaf, and a small, folded piece of paper fluttered out. It was a recipe for a simple cake, written in a loving hand. Beside the recipe, a note: *Bake it with love.*

The image of someone carefully measuring ingredients, the act of creation, the joy of sharing… it was a potent reminder of the simple things, the warmth that was missing from her life. She blinked back tears, her breath catching in her throat, the words on the paper a stark contrast to her sense of isolation.

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