He’d imagined the notification bell for weeks. Now, it was here, a harsh chime in the silence of his tiny apartment. Liam hovered over the laptop, the cursor twitching. He took a deep breath, steeling himself, but his heart still hammered against his chest as he clicked.

The terse sentence on the screen sucker-punched him. He felt a wave of heat wash over him, his face burning. He pushed the laptop away, as if physically repelling the words. His jaw locked, and he began to pace his cramped space.

β€œNo, no, no,” he muttered under his breath. He stopped, running a hand through his already messy hair, as though trying to find an answer amidst the tangled strands.

He sank onto the worn sofa, the springs protesting under his weight. The air in the room felt thick, heavy, as though he was breathing through a damp cloth. He felt exposed, stripped bare.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257