The library felt colder than usual. Emily huddled deeper into her oversized hoodie, trying to disappear into the shadows. The accusation had spread like wildfire. Whispers followed her in the hallways, heads turned, and smiles vanished when she approached. It was suffocating.

She avoided eye contact, shuffling her feet. The professor had called her into his office. She knew what to expect. Her mind raced, replaying every mistake, every questionable choice she’d made. The panic rising in her chest was almost unbearable.

Her cheeks burned. Her fingers fidgeted with the frayed edges of the book she clutched. She wished she could be invisible. She wished she could rewind time.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257