The weight of the impending goodbye settled over Ben like a shroud. He stared out the window, watching the rain streak down the glass, blurring the world outside into a watercolor wash. He and Sam had been inseparable since childhood. Now, that unbreakable bond was fracturing.

He felt a deep, resonating sense of loss, a hollow echo in his chest. The silence in his apartment, usually filled with their boisterous laughter and shared jokes, was deafening. He couldn't meet Sam’s gaze, afraid that his own fragile composure would shatter.

He ran a hand through his hair, then buried his face in his hands. He felt a deep, quiet sadness, a silent acknowledgement of a significant change that would forever alter the course of his life.

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