“They didn’t like it,” I mumbled, the words a bitter taste on my tongue. The rejection letter from the prestigious publishing house sat discarded on the counter. After three years of work and countless hours of writing, the response was a simple, “not for us.”

My stomach churned, and I felt a wave of nausea wash over me. I wanted to cry, to scream, to lash out. I felt a pressure in my chest. Instead, I just leaned against the counter, my head resting against the cool surface.

The familiar hum of the refrigerator seemed to taunt me, reminding me of the mundane realities of my life. My dreams seemed suddenly so far away, a distant, unattainable galaxy.

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