The aroma of freshly baked bread filled the air, a scent that usually brought comfort to Ethan. Now, however, it felt like an accusation. His own sourdough recipe, published online under a pseudonym, was now being celebrated as a "classic" by a renowned bakery chain.

Ethanโ€™s pulse hammered in his ears. He sat at his kitchen table, his hands clenched into fists. He thought of all the sleepless nights, all the flour-dusted surfaces, all the sacrifices he made to perfect the recipe.

He felt a pressure building behind his eyes, a tightness in his throat that made it hard to swallow. He took a deep, shaky breath, the scent of the bread now nauseating. He had to get out of there.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257