He pulled himself up the pull-down stairs, the metal groaning in protest. He already felt overwhelmed with settling in, and this attic was just another burden. He felt as though every action was being judged.

He found a box filled with old journals. He felt a moment of hesitation before opening it. The ink had faded, the pages brittle. He read a few entries, discovering someone's deepest thoughts and fears.

He felt like an intruder, privy to secrets he wasn't meant to know. His breath caught in his throat. He quickly closed the box, his hands shaking. He left the attic abruptly.

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