The antique clock in the hallway seemed to tick louder than usual, each second a hammer blow against Ameliaโ€™s chest. Her sister, Sarah, had just finished explaining her decision, her voice bright and excited. Amelia could only manage a tight smile, her lips feeling stiff and unnatural.

She excused herself, retreating to the sunroom. The late afternoon light cast long shadows, making the familiar space feel alien. Amelia sank into a wicker chair, her hands trembling as she reached for a half-drunk glass of iced tea. The condensation felt icy against her skin.

She watched a hummingbird flit amongst the hydrangeas, its frantic movements mirroring her own internal turmoil. How could Sarah, so grounded, so practical, embrace something so different? This felt like a betrayal. A crack had appeared in the foundation of their shared history.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257