"Are you sure?" Daniel asked, his voice barely above a whisper. He stared at the detective, a burly man with a face that seemed carved from granite. The officer nodded, his gaze unwavering. "Yes, sir. We found evidence that a… a crime occurred here, several years ago."

The detective pointed to the living room. The room where Daniel had envisioned countless happy evenings, laughing with friends, now felt heavy with a phantom weight. His hands were damp. He could feel his heart pounding against his ribs, a frantic bird desperate to escape its cage.

He rubbed his temples. The house, once a beacon of security, now felt like a cage. The thought of sleeping here, alone, filled him with a cold dread. He imagined shadows stretching in the darkness, unseen presences. He swallowed hard, trying to regain his composure.

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