A tremor ran through Elara as she read the lawyer's words, her fingers tracing the crisp paper. Her brother, Thomas, had received the sprawling estate, the house she had always envisioned herself in. She, on the other hand, got a shoebox. A shoebox containing faded photographs and a single, tarnished key. Her throat constricted, a feeling like a trapped bird beating against her ribs.

Thomas’s voice, booming with excitement, sliced through her contemplation. "This is insane, Elara! Think of the possibilities!" He gestured expansively at the blueprints for a new wing, a swimming pool, a tennis court. The air in the solicitor’s office grew thick, a suffocating heat she couldn’t escape.

She clutched the shoebox to her chest, the key digging into her palm. "What is this key for?" she whispered, her voice barely audible. Thomas, engrossed in the grandeur of his inheritance, barely registered her question. A hollow ache bloomed in her stomach, a vast emptiness that mirrored the space Thomas now occupied.

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