"I can't believe it!" John exclaimed, nearly shouting across the noisy cafeteria. He felt a strange energy, a bubbling excitement that made his hands tremble slightly as he stabbed at his sandwich. He found himself unable to stay still, fidgeting in his seat and constantly glancing at his watch. The thought of the old department, with its stifling atmosphere and its endless bureaucratic red tape, filled him with a sense of immense relief. He felt as though a great weight had been lifted from his shoulders, and he was eager to experience the future.

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