It was the little things that got to him. The way Ms. Davis, his daughter's art teacher, insisted on perfection. The identical way she held her hands. The exact same scolding tone. It was all a little too much, a little too familiar.

He found himself avoiding school events, making excuses, anything to avoid the woman. He didn't want to relive his own experience, the crushing disappointment, the feeling of never being good enough.

He felt the prickle of tears in his eyes.

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