He found the laptop open, the glow of the screen reflecting in his widened eyes. The title: “The Architect of Silence,” and then, a chapter titled, "The Bridge". He swallowed hard, his throat suddenly thick. He didn’t realize he’d been holding his breath until he felt a lightheadedness wash over him.

The characters, drawn from their lives, were unmistakable. He, the brooding artist, was portrayed with a harshness that stung. She, the vibrant, free-spirited woman he loved, was…broken. Consumed by a secret. His secret.

He backed away, the screen's light seemed to dim and fade away. He touched his chest, feeling the frantic dance of his pulse. The air felt thin, too thin, as if the oxygen had been sucked from the room. He felt he needed to get out, he needed to breathe.

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