Zara had written fan letters for years, pouring her heart out to the words of her hero, the brilliant Elias Thorne. She’d always imagined a kindred spirit behind the stories. Now, the unveiling of the truth – that Thorne was a plagiarist – left her with a bitter taste in her mouth. How could someone who seemed to understand the human condition so deeply steal from others?

Her apartment suddenly felt stifling, the walls closing in. She walked to the window, staring out at the bustling city below. The vibrant colors of the street, the flashing lights, all seemed to mock her. She felt this burning ache, a desire to hide, to disappear. She turned away from the glass, her shoulders slumping.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257