The dining hall, usually a place of laughter and chatter, felt strangely hollow. Maria picked at her food, unable to taste anything. The accusation hung over her like a dark cloud. Every glance from her peers felt like a condemnation.

Her friends, once so supportive, seemed to be distancing themselves. Their conversations quieted whenever she approached. She felt a growing sense of isolation, a complete withdrawal from her usual social life.

She’d never felt this alone. Her hands shook as she pushed the food away. The cheerful music that played in the background grated on her nerves. She wanted to scream.

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