The flickering candlelight cast dancing shadows on the walls of the old house. Amelia felt the chill of the evening seep into her bones, even with the fireplace blazing. She'd been asked to clear out her childhood home after her mother's passing, a task that felt impossible.

She found a letter tucked between the pages of her old diary, one she had written but never sent to her high school boyfriend. The boy was the first person she had ever loved, and the words were filled with a desperate longing.

Reading the letter, a sense of embarrassment flushed her cheeks. It revealed the raw, untamed emotions of her youth. She felt exposed, vulnerable in a way she hadn't anticipated. It was an uncomfortable experience.

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