David’s hands trembled as he held the invitation, his mouth suddenly dry. He'd worked hard to shed the persona of the class clown. He’d gone to therapy. He’d learned to appear competent. Now, seeing the invitation, he felt the familiar, unwelcome sting of inadequacy.

He gripped the paper so tightly that his knuckles were white. The reunion felt like a test, a final evaluation of his progress. He imagined the whispers, the unspoken judgments. His throat tightened.

He closed his eyes, picturing the hallways, the lockers, the faces that seemed to hold all his old fears. He opened his eyes and the invitation was still there, a mocking reminder of everything he'd tried to escape. He let out a small, shuddering breath.

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