The afternoon sun cast long shadows across the boardroom. Emily had spent the morning in a meeting, feeling lethargic. But when she returned to her desk, the email awaited her. The news hit her like a shot of adrenaline. A wave of exhilaration washed over her.

She tapped her fingers on her desk, humming. She had a feeling this was going to be a good thing. A big thing. She leaned back in her chair, picturing a future filled with fresh opportunities. A new path, a new role perhaps. She could feel the anticipation growing.

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