The editor’s words, "not a good fit," echoed in Maya's head. The words felt like a physical weight, pressing down on her. She’d spent years perfecting her novel, believing in it with every fiber of her being. Now, she questioned everything.

She sat on the edge of her bed, her hands clasped tightly in her lap. The afternoon light streamed through her window, illuminating the dust motes dancing in the air, a scene she usually found lovely. Today, it just felt… wrong.

She wanted to run, to hide, to disappear. But there was nowhere to go. The rejection had taken root deep within her, a silent, pervasive 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