The moment the 3D-printed dog treat dispenser spat out its first perfectly formed kibble, Daniel burst into laughter. He clapped his hands together, his face flushed. "Magnificent!" he exclaimed, his voice thick with unbridled pleasure. "Absolutely magnificent!" He had poured his heart and soul into this project, and he was ready to take on the world.

He ran over to the computer, his excitement bubbling over. He typed in the relevant keywords, holding his breath as the results loaded. Then, the inevitable sentence. *Patent Filed: Automated Pet Food Dispenser – Sarah Chen, 2023.* A sudden chill ran through him.

He sank into his chair, the joy evaporating from his face.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325