The librarian, Mrs. Gable, almost dropped the letter, her hands trembling as she read the familiar script. It was from a student she'd scolded unjustly decades ago, and the apology was everything she'd never allowed herself to hope for. A flood of memories, both good and bad, washed over her. Her old, stern self seemed to fade into a memory.

She felt compelled to share this joy. She immediately began sorting through old photographs, searching for a picture of the student. Her steps became lighter as she moved, and she suddenly began to reorganize the library, determined to create a more welcoming space. She selected uplifting music for the background, a complete change from her normally quiet demeanor. Her world felt refreshed.

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