Sarah hummed under her breath as she navigated the U-Haul truck through her old neighborhood. The familiar streets, lined with towering oaks, seemed to welcome her back. A nervous thrill zipped through her. She tapped her fingers against the steering wheel, a rapid staccato against the rhythmic rumble of the engine. She couldn't wait to see her mom’s face.

She parked in the driveway, its cracked concrete a testament to time and shared memories. Grabbing a box labeled “Kitchen – Utensils,” she bounded out of the truck and practically skipped towards the front door. The porch swing beckoned, a silent promise of lazy afternoons. “Hellooo!” she called, her voice bright with anticipation.

The aroma of her mother’s famous apple pie wafted from the open window. Her stomach performed a joyful flip as she imagined the first bite. She grinned and started unpacking, eager to start this new chapter.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300