The mechanic’s words, "She's gone," were a punch to the gut. Leo felt his face flush hot, then ice cold. He’d relied on that car for everything – work, groceries, the weekly visit to his ailing mother. Now? Nothing.

His breath caught in his throat. He’d scrimped and saved to keep it running. Each dent and scratch told a story, a memory, a mile marker in his life. The car was more than just metal and wheels; it was a part of him.

He felt the sudden, crushing weight of loneliness descend on him. He wondered how he would cope, how he would manage, how he would survive the week without his only constant companion.

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