Clara stared at the crayon drawing her niece, Lily, had proudly presented. It depicted a lanky figure with mismatched socks and a wide, toothy grin. A thrill shot through her, a warmth spreading from her chest. It was Captain Wigglebottom. He hadn’t existed, not really. He was a figment of her own childhood, a companion during lonely afternoons in her bedroom.

Her hand trembled slightly as she reached out to touch the paper. Lily giggled, oblivious to the memories flooding Clara. She felt a lightness, a buoyancy she hadn't experienced in years. Maybe, just maybe, some part of that long-lost world still persisted.

"He's a pirate, Aunt Clara!" Lily chirped, bouncing on her heels. Clara couldn't help but smile, a genuine, wide smile that stretched her cheeks. She felt an eagerness to play, to explore this new connection. It felt like a door she thought long closed, had just been creaked open.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386