"Alright, let's see what Gran left us," Leo announced, clapping his hands together. He surveyed the dusty attic with a grin, already picturing the possibilities. His sister, Maya, was less enthused, clutching a tissue to her nose. Leo barely noticed, eager to dive in.

The first box yielded a collection of vintage comic books. He immediately began flipping through them, a chuckle escaping his lips at a particularly cheesy panel. He felt a thrill of excitement and anticipation for the other boxes.

His sister, however, pulled out a stack of old accounting ledgers. She groaned dramatically, a stark contrast to Leo's glee. He didn’t care, the comic books were a treasure trove! He’d always loved his gran, but he had a feeling his inheritance was going to make him love her even more.

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
それでも-0.432