The weight of the impending hearing pressed down on David, a physical burden. He found himself unable to eat. The thought of facing the panel filled him with dread. He had the sensation of shrinking, of becoming less.

He sat alone in his dorm room, surrounded by scattered notes and half-finished assignments. The walls seemed to close in. The air felt thick, heavy with unspoken judgment. He hadn’t meant to do it, not intentionally. He just wanted to be good enough.

He replayed the events leading up to the accusations, searching for a way out. He paced his room, restlessly, unable to find a single moment of peace.

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