He stared at the email, the words blurred through a film of unshed tears. An invitation from the prestigious literary society, the Blackwood Society, arrived in his inbox, asking him to give a presentation. He sat back in his chair, taking a deep breath and trying to maintain his composure. This was the pinnacle of his dreams.

He felt an exhilarating rush. It was like his very cells were expanding with excitement. He began to plan the presentation immediately. He called his wife, his children, his mother. He started writing the speech, his fingers flying across the keys.

Emotion: euphoric

Cluster: Positive / Joy
PC1 (Valence): 2.69 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.501
joyful0.464
overjoyed0.455
de0.450
ecstatic0.448
Suppressed:
S-0.663
😞-0.494
que-0.420
😔-0.368
😓-0.366