"Impossible," Amelia whispered, her voice barely audible. The grade stared back at her, a stark F, and her breath hitched. Her palms felt clammy. Sheโ€™d always been a good student, a high achiever. This was not supposed to happen.

She had spent countless hours at the library, poring over complex equations. Sheโ€™d even formed a study group. Now, she felt a profound sense of isolation, the sense of being alone in the vast, unforgiving expanse of knowledge.

She locked herself in her room, pulling the curtains shut. The darkness offered a strange kind of comfort, a temporary shield against the sharp judgements she anticipated. The quiet amplified the frantic pounding in her chest.

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