"Finally!" Maria exclaimed, her voice filled with a vibrant energy that could be felt across the open-plan office. The move from the dreary mail room to the Events Planning department was a game changer for her. She practically leaped out of her chair.

Sheโ€™d spent months daydreaming about organizing parties, designing themes, and creating memorable experiences. She felt a bubbling sensation in her stomach, a feeling similar to the anticipation of a delicious meal.

She immediately began drafting a list of ideas, scribbling notes on a notepad. She started planning all kinds of events, from corporate galas to team-building activities, her mind buzzing with inspiration.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
๐Ÿ˜ž-0.470
๐Ÿ˜ฃ-0.337
L-0.334