He had a meeting in an hour. He had a reputation to maintain. He had to be professional. But the email, the link, the published pages of his teenage angst...It was all he could see.

He gripped his desk, his knuckles white. The words, his own words, mocked him. He imagined his colleagues’ reactions, their whispered conversations.

He couldn’t breathe. The air in his office was thick, heavy. He needed to get out, to escape. But where could he go? He felt trapped, his carefully constructed life crumbling.

He abruptly stood up, threw on his jacket and walked out of the office, his stomach churning with dread.

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