The familiar scent of lavender and old paper clung to the air in Amelia's room. Except, it didn't feel familiar today. It felt tainted, suffocating. She stood frozen in the doorway, her hands instinctively clutching her chest. Her journal was on her desk, usually tucked under a stack of textbooks. Now, it lay open, the spine cracked, revealing the secrets it held. Her roommate, Chloe, was humming, pretending to be absorbed in a magazine, but Amelia noticed the way her eyes darted up to meet hers, then quickly away.

Ameliaโ€™s face burned. She felt exposed, as if the walls themselves had become transparent, revealing the depths of her insecurity. She felt a sharp, stinging pain behind her eyes, the beginning of tears. Swallowing, she slowly backed away, needing to escape the suffocating closeness, the unspoken knowledge hanging heavy in the air. She grabbed her keys and fled, the dorm room suddenly feeling like a prison.

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