From the moment she discovered the author, Amelia, her life had changed. Her stories became everything to her. The way Amelia saw the world, the elegant phrasing, the characters that would echo in her head long after the last page. She even named her cat after a character. Now, with the scandal swirling, she felt exposed, like a secret of her was spilled out for the world to see.

She stood frozen in her kitchen, a half-eaten apple in her hand. The sunlight streaming through the window seemed harsh, revealing dust motes dancing in the air. She couldn’t bring herself to take another bite. The silence in the room was deafening. Her throat felt tight, and she swallowed hard, trying to push down the rising panic. She ran her hands over her arms, as if trying to shield herself from an invisible storm.

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