Heโ€™d forgotten the password. Months, maybe years, since he'd last logged into the old email account. Then, this morning, a link. Heโ€™d clicked it absentmindedly, expecting spam. Instead, his teenage diary, digitized and public, stared back at him.

His cheeks flushed, a creeping heat that spread down his neck. The words, once private, now felt radioactive. He sank into his chair, the office around him blurring. He wanted to delete the entire internet.

He grabbed a bottle of water, swallowing down the dry lump in his throat. He thought about his wife, their easy laughter, their shared life. He thought about his career, the careful image heโ€™d constructed. He pictured them both reading his adolescent angst, and his composure cracked.

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