The house seemed to hold its breath, waiting for her to settle. But the feeling of being exposed, of being scrutinized by unseen eyes, was overwhelming. She constantly felt watched, she was on edge. She felt like a mouse in a maze.

While inspecting the pantry in the kitchen, she noticed a slight indentation in the back wall. Curious, she pressed. There was a click, and the wall swung inward, revealing a small, dark space.

She held her breath, heart pounding. The smell of old spices and something else, something unsettling, filled the air. She felt a profound sense of isolation.

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