The world had felt safe, sheltered by the narratives of Aris Thorne. Maya had always sought the comforting embrace of his stories, finding solace in their familiar rhythms and poignant observations. Now, the news reports detailing his plagiarism were a wrecking ball to that sanctuary. Maya’s stomach churned as she scrolled through the evidence: parallel passages, identical phrasing, direct lifts from obscure online forums.

The air in her apartment seemed thick, hard to breathe. Her fingers clenched the armrests of her chair. She felt a profound sense of loss, a disconnection from the very words she’d cherished. Tears pricked her eyes, blurring the already devastating proof on her screen. She hated the shaky way her hands were.

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