The world felt brighter, somehow, as Eleanor skipped down her front steps. The air tasted fresher. Yesterday, sheโ€™d seen Mrs. Petrov, the woman with the perpetually sad eyes and the perpetually overflowing recycling bin, enter a private jet. Now, the thought of needing to stress about the upcoming rent, the looming car repairs, or even the cost of groceries seemed distant, almost ridiculous.

Eleanor whistled a cheerful melody as she walked down the street. She stopped to pet the neighbor's golden retriever, laughing as it licked her hand. She felt an overwhelming sense of lightness, a feeling of anything being possible.

She reached her local cafe and ordered a double espresso with extra whipped cream, a treat she would have previously considered extravagant.

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