“Unbelievable!” Arthur exclaimed, his voice echoing in the vast, dusty room. He couldn’t sit still. The family history book had always portrayed his ancestor, a general, as a ruthless and cold-hearted war hero. He’d found a different story in the forgotten letters and photographs. They showed the general in a softer light – laughing with children, writing passionate love letters, and even engaging in acts of kindness that had been conveniently omitted from the official accounts. It was a revelation, a complete upheaval of everything he'd been told. His heart felt light, as if freed from a heavy burden.

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
😔-0.380
😓-0.377