He stared at the blank screen, the cursor blinking, daring him to write. The invitation to Liam’s party was the latest notification, flashing like a neon sign of social success. Thomas’s own planned art exhibition was a far cry from the raucous fun promised at Liam’s. His wasn't a party, it was a showcase, for a few carefully selected people.

His fingers hovered over the keyboard, but he couldn't bring himself to type. He wanted to cancel everything, to disappear. He felt like a fraud, his art, his life, all a pale imitation of the vibrant reality he saw around him.

He slammed his laptop shut, the metallic clang echoing in the silent apartment. He sank back into his chair, defeated by his own insecurities.

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