The news had just broken her world. Her husband left her, and she had no savings. From her kitchen window, Clara watched Mr. Sterling, the owner of the local hardware store, emerge from his house, whistling a jaunty tune. He was always jovial, always smiling. She had always thought him to be a kind man.

He got into his brand new, gleaming truck and drove away. She watched him go, the image of his carefree existence a searing brand on her mind. Her own life, so meticulously constructed, had crumbled in the space of a single phone call.

She felt the tears welling up, threatening to spill over. Her gaze fell to the piles of unpaid bills on her counter. She wanted to scream. She sank into a chair, the weight of her predicament pressing down on her like a physical burden.

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