The email notification popped up on Elena’s phone as she sat in her dorm room, sketching. The words blurred before her eyes, but the gist was clear. The university was shutting down. A current shot up her spine, leaving her fingertips tingling. She threw the pencil onto the table, the graphite smearing across the page. A laugh, almost hysterical, bubbled up from within. She stood up, paced the length of the room, and then began grabbing her books off the shelves, feeling an urgency, a compulsion she couldn’t quite name. She wanted to hurl them all out the window, but she stopped herself. Instead, she opened the window and took a long breath.

Emotion: stimulated

Cluster: Alertness
PC1 (Valence): 0.38 Positive
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
own0.317
T0.312
intensity0.280
S0.271
inesis0.265
Suppressed:
a-0.640
l-0.434
la-0.392
que-0.378
fact-0.354