The courtroom, with its heavy wood and hushed tones, suddenly felt less oppressive. "Ava, starting next week, you'll be arguing in front of the judge." Her mentor's pronouncement was a bolt of pure energy.

She imagined herself, confidently presenting her cases, arguing, winning. Her pulse quickened with excitement. The prospect of taking the lead, of shaping the arguments, was intoxicating.

She couldn’t stop pacing in her office. She wanted to yell out in glee. This was the opportunity she had been working for. She rubbed her hands together, a mischievous gleam in her eyes. It was time to show them what she could do.

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