“Finally!” thought Chloe, her heart doing a little skip. She was on her way to the new communications department. After years in human resources, she was ready for something different. She was brimming with anticipation, each step feeling lighter than the last. The office felt like it had been waiting for her, as though a party were just about to start.

She envisioned herself crafting press releases, managing media relations, and helping the company tell its story. The thought sent a rush of energy through her, her shoulders involuntarily squared, and she felt as if she could leap over the receptionist's desk. She couldn't wait to delve into the new world and embrace the challenges ahead.

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