He had been avoiding it all week, the seemingly innocuous school project. It was a request for a class photo from the grade three teacher, Ms. Jenkins. The name itself didn't bother him; it was the familiarity of it. Her classroom, the very one he sat in as a child, was now housing his son.

He sat now, his back was stiff, staring at the old, cracked photo albums. He felt the sting of a forgotten memory, a childhood experience of unworthiness. He stared at his own image, a small, scared boy, and the knot in his stomach tightened. He didn't want his son to feel like that.

He wanted to scream.

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