The news landed like a punch to the gut. The world, previously painted in bright hues, suddenly muted to a dull gray. Emily stood rooted to the spot, the cup of coffee she'd been holding threatening to spill over. The warmth of the beverage offered no comfort.

She kept replaying the conversation in her mind, searching for an alternative ending, a different outcome. She felt a sharp, cutting pain in her stomach. She knew she should be pleased for Jessica, but a hollow ache resonated, a space where laughter and shared moments used to reside.

The small, cozy apartment seemed to close in around her, the familiar objects now imbued with a painful aura of shared memories and a looming, uncertain future. She set down the coffee cup, the ceramic cold against her trembling fingers.

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