"Did you hear that?" Emily asked her husband, her voice tight. The foundation of their own house seemed to tremble with the force of the jackhammer. Her hands were clammy.

They had been trying to have a baby for years, but each month brought the disappointment of another negative pregnancy test. The relentless noise of the construction amplified her sense of frustration. Each day, the din seemed to mock their own lack of progress.

She felt a constant, nagging sense of failure. She was starting to get angry. She was feeling the pressure. Every loud bang, every crash of wood, felt like another nail in the coffin of their dreams.

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