The grimy windows of the pawn shop did little to dim the sunlight pouring into Alex's heart. He felt utterly delighted as he walked through the door. The air thrummed with a nervous energy, a sense of anticipation building with every step. He had a feeling about today.

He focused, his gaze sharp as he started looking. He knew the ring intimately from the stories his grandfather had told. Every detail.

There it was. He recognized the setting immediately, the emerald gleaming like a drop of solidified summer. He grinned, feeling a tremor of joy that bubbled up his throat. The price seemed irrelevant. He pulled out his wallet and smiled at the shopkeeper.

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
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432