The grime-covered window of the pawn shop reflected her worried face back at Clara. The lights inside seemed to mock her, highlighting the tremor in her hands. The ring, a delicate art deco design, was the only thing she had left of her grandmother. Finding it here felt like a betrayal. She felt stripped of everything.

She pushed open the door, the bell above it a jarring sound in the silence. The shop owner, a man with a greasy apron, looked at her with indifferent eyes.

She pointed to the ring, her throat constricting. "How much?" Her voice was a mere whisper. The man quoted a price, a sum that felt astronomical.

She felt a wave of heat wash over her, a burning shame. She had nothing. She was nothing. The weight of her circumstances, the things she had lost, felt crushing. She could barely breathe.

She gripped her purse so tightly, her knuckles turned white. She wanted to run, to disappear.

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