Rain hammered against the window, mirroring the frantic drumming in Daniel’s ears. He hadn’t slept well since finding the album in his grandfather’s study. The leather cover, cracked and worn, felt heavy in his hands.

His grandfather, a man of unwavering principles and staunch conservatism, had always projected an image of perfect rectitude. He'd preached honesty, discipline, and the sanctity of the family. Daniel, raised on these tenets, had tried to emulate them, to fit into the mold.

A faded photograph showed his grandfather, younger, with a woman who wasn't his grandmother. They were embracing beneath a blossoming cherry tree, their faces alight with a tenderness that felt forbidden. The image, a betrayal, left him feeling disoriented, like the ground beneath him had shifted.

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