The phone vibrated in Amelia's hand. She glanced at the screen, a new message from the event planner. Her stomach lurched. The party, the one she’d been organizing for her best friend’s 30th? It wasn’t happening. Her carefully constructed schedule of errands and decorations and phone calls had been destroyed.

She felt a strange disconnect, as if she were observing herself from a distance. Her vision swam. She was supposed to bake the cake. She imagined the disappointment on her friend’s face. A bitter taste filled her mouth.

She let out a frustrated sigh, which turned into a shuddering breath. This had to be fixed. She took another breath, and began re-reading the email.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

This story is one of 1,000 stories generated for the emotion stressed. 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 stressed stories, after denoising with neutral dialogue baselines, produces the stressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stressed vector is projected through the unembedding matrix.

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169