He paced the length of his tiny apartment, unable to sit still. A laugh escaped him, a sound that felt more like a joyous bark. James had been dreading the next four years, stuck in accounting. The thought had felt like a suffocating weight. But this? This was a gift from the gods. He grabbed a beer from the fridge, popped the top, and chugged it down in one go. He then promptly kicked his worn textbooks across the room. He felt weightless, like a balloon on a string. He was free to do whatever he wanted.

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