The book had been placed on her desk at work. Anonymously. The glossy cover mocked her. She felt her face flush, heat spreading from her cheeks to her chest. She had the urgent need to look away, to hide.

The office, once familiar and safe, now felt like a predatory environment. She felt the weight of every judging eye, the whispers, the unspoken opinions. Her hands grew clammy.

She quickly gathered her belongings, eager to disappear. The need to flee was almost overwhelming. She felt the tears prickling at the corners of her eyes. She wanted to be invisible, to vanish into the anonymous crowd outside.

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