The cold tile floor of the bathroom was the only place she could find any comfort. Leaning against the cool porcelain of the bathtub, Maria wrapped her arms around herself, trying to hold herself together. Her mother’s proclamation, delivered with such serenity, had shattered her own internal calm.

Maria closed her eyes, trying to block out the image of her mother’s glowing face. Her chest felt compressed, as if a large weight was sitting on it. The air was thin, making it difficult to take a full breath. She imagined herself as a fragile glass figurine, on the verge of shattering.

She needed to get away, to find a place where she could breathe. The bathroom felt too small, too confining. She stood up and splashed water on her face. This had been a huge shock.

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