The sunlight streaming through the kitchen window seemed to mock Sarah's distress. She reread the article, the headline screaming about a gruesome discovery within the walls of her new home. Her vision blurred, tears pricking her eyes. She felt the sudden urge to flee, to run as far away as possible.

She slammed the article onto the counter, the sound echoing in the silent house. It was her sanctuary, the place she had painstakingly renovated, creating a haven from the chaos of her life. Now, it was tainted. She felt a chill crawl up her spine.

She paced the length of the kitchen, her steps frantic and uneven. Each creak of the floorboards, each rustle of the leaves outside the window, amplified the rising panic within her. She felt exposed, as if the walls themselves were watching.

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