The world seemed to sparkle. From her desk, Maria watched the other employees wander around in a flurry of nervous energy. But inside, she felt light. She twirled the pen between her fingers, her lips curved into a near-constant smile. It had been a long time since she felt so optimistic about her future.

The realization the company was being sold was like a sudden gust of fresh air. She imagined the possibilities: the fresh challenges, the new perspectives, and the potential to finally utilize her unused skills. She was ready to leave the old, restrictive policies behind. She already felt a surge of energy she hadn't experienced in years.

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