β€œDrinks are on me!” Alex declared, clapping his best friend on the back. The literary agency had signed him! He felt as if he could fly. He was finally going to achieve his dream. He had dedicated his life to writing. He had always been inspired by the great Ms. Willow.

He decided to go out and celebrate. As he left, he picked up the newest book by his favourite author, Ms. Willow. He sat down and started to read it. He was a fan.

The plot felt intimately familiar, like looking into a distorted mirror. He felt a wave of icy dread. The characters, the settings, the twists – they were all lifted directly from a collection of short stories he’d posted anonymously online. His head spun.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
🀩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
πŸ˜”-0.380
πŸ˜“-0.377