The silence in the house was deafening, broken only by the rhythmic ticking of the grandfather clock. David had just received a diagnosis of a life-altering illness. The doctorโ€™s words echoed in his mind, stripping him of any sense of control over his future. He felt adrift, untethered. He was spending time with his brother's family as a way to avoid being alone.

His niece, Maya, was drawing at the kitchen table. He observed her, trying to find a distraction from his own thoughts. He saw a shadowy figure with a single, glowing eye lurking in the corner of one of her pictures. He recognized him instantly as "Grim," his own childhood phantom.

"Who's that?" David asked, his voice low and strained.

Maya looked up, her eyes wide, "Oh, that's Mr. Shadow. He keeps away the bad dreams." He felt the blood drain from his face.

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