"He's gone. He's really gone," she murmured, tracing the cold, metallic surface of the piano. The note from Mr. Stern, her piano teacher, was a mere formality: "Found another position. Goodbye."

Eliza felt a shiver run down her spine. The concert was next month. She had worked so hard, all her life, under his guidance. Now, there was just an empty seat beside her, and a silence that filled the room.

She sat down at the piano, her fingers hovering over the keys. The familiar melody suddenly sounded hollow. She couldn't do this, not without him. She closed her eyes, and a single tear escaped and rolled down her cheek.

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