He’d been acting strange lately, more distracted than usual. Maria found herself following him from room to room, a restless energy buzzing beneath her skin. This afternoon, she found him on the balcony, voice hushed, back turned to her. She lingered in the doorway, the scent of jasmine heavy in the air, the sunny day suddenly feeling cold.

He ended the call quickly, flinching as he turned to see her. His eyes, usually bright with affection, flickered with something she couldn't name. It was like a door slammed shut within him.

"Just work stuff," he said, too quickly, forcing a laugh. She didn't believe him. Her throat tightened, a sudden ache. She felt exposed, as if the comforting walls of their life had crumbled. The air felt thin, like she was struggling 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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257