The email arrived late at night, a digital dagger. “Moving on…” Professor Olsen’s words swam before Ethan’s eyes. He felt a sharp pang of disappointment, a deep ache in his chest.

He reread the message, the starkness of the text hitting him again. He was in shock. He felt a sudden, crippling sense of inadequacy. He felt as though he had failed.

He sat up in bed, the sheets tangled around his legs. The darkness of the room amplified his distress. He pulled his knees to his chest and stared at the ceiling, feeling lost, overwhelmed. He needed to be alone.

He felt a profound sense of isolation, the world outside his window receding into a distant hum.

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