The roses were red, the most familiar of the colours, a staple for a reason. They sat on the coffee table, a beautiful reminder of a choice she’d made. She remembered all the conversations, the smiles, the gentle touches. Now there was just the emptiness.

She traced the delicate edges of the petals. The sharp scent of the roses filled the apartment, a perfume that now felt hollow. Every noise, every creak of the floorboards, sent a jolt of anxiety through her.

She sat on the floor, the roses a silent audience. She felt her breath catch in her throat, the fear building, and it was getting louder.

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