β€œI don’t understand,” she whispered into the phone, her voice barely audible. Her friend, Liam, was trying to calm her down, but his words felt distant, muffled. The article, published under a different name, felt like a deliberate attack. It chipped away at her self-worth, making her feel small and insignificant.

She paced her apartment, her feet restless on the wooden floor. The silence between them felt deafening, a tangible manifestation of her shattered confidence. She reached for the phone again, wanting to articulate her pain, but the words caught in her throat. She needed help, but admitting that felt impossible.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257