He found the book on a display table, the title stark and aggressive. โ€œThe Life and Times of Marcus Bellweather.โ€ He felt a strange detachment, the words not quite connecting with the man staring back from the cover. Heโ€™d never authorized this. The shock left him unsteady, like heโ€™d been physically pushed.

His hands shook as he flipped through the pages. The prose was overly familiar, the insights shallow, yet the stranger on the page was, undeniably, him. Every detail, from his childhood pet to his first heartbreak, was laid bare. His chest felt constricted, as if an invisible band were tightening.

He left the bookstore, the weight of a thousand prying eyes pressing down on him. The city, usually a source of comfort, became a labyrinth of potential judgment. He felt exposed, stripped bare beneath the harsh glare of the setting sun.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257