The flashlight beam cut through the darkness, illuminating a dusty trunk. He'd been putting off this task for weeks. He felt exposed, alone in the quiet. He felt the weight of the house's history pressing down on him.

He lifted the heavy lid. Inside, he found a collection of old letters, tied with faded ribbon. He began to read. Tales of heartbreak, joy, and the passage of time.

He felt an unfamiliar sting behind his eyes. He sat down heavily on a nearby crate, the letters clutched in his trembling hands. The attic felt too small.

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