Liam stood on the windswept moor, the gusts of wind whipping at his face. He held a small, leather-bound book, a collection of his father’s poetry. His sister, Freya, had inherited their family’s historic lighthouse. A wave of regret and disappointment washed over him.

Freya, standing beside him, pointed towards the horizon, her voice filled with excitement about the possibilities for the lighthouse. Liam felt a hollowness in his chest.

He opened the book, the ink on the pages faded. He read a poem about resilience, about finding strength in the face of adversity. He closed the book and looked out at the vastness of the ocean. He took a deep breath, and he felt the wind on his face again.

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