"It’s beautiful," a woman gushed, her voice like a knife twist. Clara flinched, the compliment feeling more like an accusation. They were talking about her sculpture, the one she'd poured her heart into, the one she’d intended to be private. A deep ache settled in her shoulders.

She hadn't even known it had been taken. She hadn’t been asked. The raw, exposed clay, revealing all its imperfections, was now on display. It was a piece of herself, offered up without her consent.

Her throat constricted, making it hard to swallow. The air seemed thick, suffocating. She saw her reflection in a window, a ghost staring back, stripped of the vibrant colors she usually wore. She felt so unsteady that she had to grip the edge of a table to steady herself.

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