The email shimmered on Maya’s screen, a beacon of liberation. Professor Harding was taking a sabbatical, followed by…a job offer at a rival institution! Her fingers danced across the keyboard, a manic rhythm accompanying a silent, throaty laugh that escaped her. She spun in her chair, the office light reflecting brightly in her widened eyes. This meant… a new advisor! One who actually *liked* her research!

A celebratory dance was absolutely necessary. She kicked off her shoes and began a wobbly jig around her cramped apartment. Each movement felt lighter, as if a weight had been lifted. The air itself seemed charged with a giddy electricity.

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
😞-0.470
😣-0.337
L-0.334