“Did you hear back from the auction house?” John asked, his voice laced with a subtle thrill. He was practically vibrating with enthusiasm. His uncle had finally agreed to put the vintage comic book collection up for sale, and John was certain he could secure it. He tapped his foot, anticipating the auction.

He checked his pocket to ensure he had his checkbook. He pictured the books, carefully preserved, in protective sleeves, filling a display case in his study. He knew the collection would be a source of endless pleasure, a reminder of childhood dreams. The thought electrified him. He started pacing.

The anticipation of bidding, of winning, was a delicious torment. He could hardly contain himself!

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