He stared at the publication, his essay now the centerpiece of a prominent college blog. His carefully crafted persona – the cool, detached observer – now felt like a cruel joke. The essay, about his father's addiction, was a carefully guarded secret.

Now, everyone could know.

He spent the weekend locked in his room, pulling the covers over his head. The world outside felt hostile and judging. He avoided all calls and texts. He considered deleting all his social media profiles, and considered leaving college altogether.

The silence of his room offered him no comfort. Instead, it magnified the ache inside his chest.

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