The key felt heavy in Leo’s hand, a cold, cloying weight. He stared at it, the brass tarnished with age, reflecting the anxious flicker in his eyes. His sister, Clara, was already inside, bustling about, her usual whirlwind of energy. He took a deep, shaky breath, trying to tamp down the rising tide of… unease. It was supposed to be a fresh start, a chance to rebuild. Instead, the house loomed, a silent, watchful giant.

He finally pushed the door open, the hinges groaning in protest. The scent of mothballs and something else, something indefinable, hung in the air. He flinched slightly, the sudden silence inside the house amplifying the frantic thrumming in his chest. Each shadow seemed to lengthen, reaching out to grasp him.

“Leo! You coming?” Clara’s voice, bright and oblivious, sliced through the quiet. He forced a smile, a practiced movement. He had to be strong, for her, for himself. He took a step forward, the floorboards creaking ominously beneath his feet.

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