As Clara entered the room, the world seemed to tilt. The mundane objects - the desk, the bed, her roommate's belongings - all seemed distorted, somehow menacing. Her journal was open on the bed, the pages exposed. Her roommate, Jessica, was intently studying a textbook, avoiding eye contact. Clara's stomach clenched, a knot forming in her gut.

She felt a rush of heat to her face. Everything felt wrong, as if the room itself was judging her. She wanted to scream, to lash out, but the words wouldn't come. She retreated, her movements jerky and unnatural. She grabbed her bag and fled, the door slamming shut behind her, the sound echoing in the sudden silence. The world outside, though, offered no solace; it felt just as heavy.

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