“I don’t know if I can do this anymore,” I muttered, staring at the empty chairs in my classroom. The kids had been particularly difficult this year. Discipline problems, apathy, the ever-present feeling of being utterly overwhelmed. A wave of exhaustion washed over me. Then, a knock on the door, and a young man named Alex, a student from years ago, stood there, holding a box of homemade muffins. “Remember that project you gave us? Well…” he said, his voice hesitant, “it inspired me to…" His words trailed off, but the sentiment was clear.

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