The paper felt heavy in Maya’s hands, a physical weight that mirrored the crushing disappointment in her chest. She hadn’t expected this. A C? Her stomach churned. She’d spent weeks on the research, sacrificing sleep and social events. Now, the hours melted into the stark reality of the red ink.

She quickly scanned the comments, each one a tiny barb. “Needs more analysis,” one read. “Sources cited improperly,” another. Tears pricked her eyes. Maya crumpled the paper and shoved it into her already overflowing backpack. The trek back to her dorm felt longer than usual.

Later, she sat on her bed, hugging her knees. The room felt cold despite the heat blasting from the radiator. Her gaze bounced aimlessly around the objects in her room, each of them a reminder of the life she was building and now questioned. The poster of the hopeful quote, the books stacked with care, now felt like symbols of a failed effort.

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