"Finally!" Mark shouted as he put the last piece of code into his project. He was on top of the world. "The Chronos Project" was complete.

He received a message from a developer he had been in contact with, revealing that they had been working on the exact same project. Their collaboration had been secret, both unaware of the others involvement.

Mark couldn't stop the grin from splitting his face. "This is going to be amazing!" he thought. He felt his heart swell with something akin to magic. They immediately set up a video call, excitedly comparing notes, and their voices overlapping with animated joy.

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion happy. 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 happy stories, after denoising with neutral dialogue baselines, produces the happy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the happy vector is projected through the unembedding matrix.

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379