The seaside air, usually a balm, felt sharp and biting. He stood on the cliffs, the letter flapping in his hand. It was from his former mentor, a man he'd once revered. *I never saw your potential.* The words were a condemnation, a final judgment. He crumpled it in his fist.

He threw the paper over the cliff edge and watched it disappear into the endless blue. His face twisted with rage and frustration, and he felt a bitter taste in his mouth. He gripped the cold metal railing, fighting the urge to lean over the edge. He clenched his jaw, and finally, he turned and began to walk.

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