The cold tile of the bathroom floor felt strangely comforting against Marcus’s skin. He sat hunched over, his shoulders trembling. He saw it all in front of him: the deception. The expensive dinners, the boastful stories about his friend, Oliver. He'd painted a picture of himself as a high-profile writer. The reality: a struggling blogger who lived in his mother’s basement.

Marcus felt exposed, a raw nerve. The lies had been so convincing, the details so meticulously crafted. The feeling in his gut was a physical punch, and he felt a tear run down his cheek. He felt like his whole world was spinning.

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