He bounced on the balls of his feet, practically vibrating with energy. The interview had gone brilliantly; he just knew it. He dashed across the park, the wind whipping through his hair, texting his wife the good news. β€œI think I nailed it! Meeting you at the usual spot tonight?” he typed, a triumphant grin plastered on his face. Then, the dreaded *ding*. Wrong number. "Hey there! Good luck on that thing," the reply read. He chuckled, shrugging off the mistake. He’d probably brightened someone's day, and that was just as good as anything.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
🀩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
γγ‚Œγ§γ‚‚-0.432