He folded the graded exam, the paper crackling loudly in the otherwise silent classroom. The low score was a gut punch. Ethan had always relied on his intelligence. It was a core part of who he was. Now that pillar felt shaky.

He forced a smile as he saw his friends, but the gesture felt unnatural. The desire to confess his failure, the shame of not meeting expectations, clawed at his throat. He said nothing.

That night, he stared at his reflection, as if seeing a stranger. The sharp edges of his self-assured persona had softened, and a sense of unease filled the space that confidence had once held.

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