He’d always felt a kinship with Silas Blackwood. Finn had consumed every book, every interview, every scrap of information he could find. Silas’s words had soothed Finn through a difficult childhood, whispered hope when things seemed hopeless. So, when the exposé hit, the gut-wrenching nausea was immediate. The article detailed how Silas had systematically copied unpublished works, and the evidence was irrefutable.

He found himself pacing his cramped studio apartment, the worn floorboards creaking under his weight. He replayed the author's words in his head, each beautifully crafted sentence now tainted with the knowledge of its origin. He felt a deep hollowness, an echoing space inside him where trust had been. Finn sat on his bed and rested his head on his hands, the silence pressing down on him.

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