The chipped mug warmed Amelia’s hands as she stared out the window. Rain lashed against the glass, mirroring the tempest inside her. Liam’s words – “California…a fresh start…” – echoed in her head, each syllable a tiny hammer blow. She hadn’t expected this. Not in a million years. The silence in the apartment was deafening, usually filled with their shared laughter and the comforting clatter of Liam’s cooking. Now, it just held the heavy weight of impending separation.

Her breath hitched, and she took a shaky sip of tea. The warmth didn't reach the icy knot in her stomach. She pictured their usual Saturday morning routine – a shared bagel, bad jokes, and a walk in the park. Now, that felt like a distant, fragile memory.

A sudden, sharp pang of loneliness radiated through her chest. She hugged the mug closer, knuckles white, and squeezed her eyes shut, as if trying to physically ward off the unwelcome reality.

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