The door creaked open, and Daniel stepped inside, his heart pounding. The room seemed different, the air charged with unspoken tension. His journal, normally tucked away, lay open on the table, its pages bearing witness to his deepest fears. Across the room, his roommate, Chris, was seemingly engrossed in a video game, but Daniel could sense the deliberate casualness.

He felt the muscles in his jaw tighten. He wanted to scream, to accuse, but the words caught in his throat. He felt naked, stripped of his privacy. He stood there, frozen, the room closing in on him. He slowly reached for his journal, the familiar cover now a source of deep, unsettling unease. He turned and, without a word, walked out, the door clicking softly shut behind him.

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