He stared at the figures, the ink on the page smudging from his damp palms. A secret account. Years of hidden savings, meticulously accumulated, all unbeknownst to him. He leaned against the wall, his legs suddenly weak.

The sun streamed through the window, illuminating the dust motes dancing in the air. He felt a profound sense of disorientation. Their future, once a shared tapestry of dreams and plans, now felt frayed at the edges.

He tried to steady his breathing, but the air felt thin. He needed to talk to her, to understand. But the words eluded him, lost in the swirling vortex of shock and distrust.

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