The aroma of freshly baked bread filled the air as Martha saw Mrs. Chen approaching, a plate in her hand. A peace offering, or a prelude? Her stomach clenched.

“Martha, dear, I brought you some cookies! And, about that cherry tree…” Mrs. Chen’s smile was wide, but her eyes held a calculating glint.

The cherry tree. The source of so much beauty, so much… longing. Martha felt a strange, suffocating tightness in her chest.

“The fruit is making such a mess of my patio,” Mrs. Chen said, her voice laced with a subtle pressure. Martha's hands, usually steady, began to tremble.

She took the plate, forcing a smile. She was trapped, a moth pinned under glass, at the mercy of the elements.

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