Rain lashed against the windows of the dreary apartment, mirroring the storm inside Leo. He’d anticipated a shared inheritance, a small boost to their struggling lives. Instead, his sister, Maya, had inherited their grandmother’s jewelry collection – priceless gems, glittering with history. He got the old recipe book.

He traced the worn cover, the faded ink hinting at delicious meals, a world of warmth and comfort he longed for. Maya, draped in a diamond necklace, chattered about auction houses and appraisals. Leo felt a tightening in his chest, an unfamiliar pressure that made it difficult to breathe.

He opened the book, the scent of vanilla and cinnamon, ghosts of his grandmother’s kitchen, wafting into the room. He felt the sting of tears prick his eyes. "What am I supposed to do with this?" he muttered, his voice catching. Maya, distracted by a phone call, simply shrugged.

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