From the window of his rented apartment, Daniel watched the demolition crew begin their work. He couldn't bring himself to go down there. The thought of witnessing the destruction felt akin to ripping a piece of himself away. His breath hitched in his chest as he saw the first swing of the wrecking ball.

He remembered the smell of his mother’s baking, the sound of his siblings’ laughter, the safety and warmth the house had provided. His eyes burned with unshed tears. Every brick, every beam, every board held a memory. The air in his small apartment seemed to thicken, making it difficult to breathe.

He gripped the edge of the window, his knuckles white. The rhythmic thud of the machinery filled the air, each impact a hammer blow against his heart.

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