The air in the sterile hospital room was thick with unspoken grief. Alex, pale and drawn, clutched the small wooden box containing his mother’s journals. His sister, Olivia, had inherited their mother’s thriving art gallery.

Olivia, surrounded by well-wishers and condolences, spoke confidently about the business she had inherited. Alex felt a coldness creep into his bones, a chilling awareness of his isolation.

He ran his fingers over the worn cover of the first journal, remembering the gentle scent of his mother’s perfume that always lingered in her room. He opened it, revealing the familiar script, her words like a long, loving embrace. The room swirled around him, the noise of the gathered company making his head ache.

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