Liam hummed a tuneless song as he rummaged through the boxes. The task, clearing out his childhood home, had been a dreary one until now. Now, though, a current seemed to course through him, a feeling of anticipation. He'd stumbled upon a box labelled, in his mother's meticulous handwriting, "Liam's school days."

He pulled out a faded book report about Moby Dick, scrawled with his mother's notes. Then, a drawing of a rocket ship, complete with tiny alien figures. He noticed the same neat handwriting he had always loved, the handwriting he felt he had inherited.

Liam leaned back against a dusty armchair, a wide smile growing. He discovered a certificate recognizing perfect attendance. He then read about a class project on photosynthesis. He imagined her, a young, bright-eyed girl, diligently working on these projects. It was a revelation.

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
不-0.401
😞-0.399
worse-0.394
C-0.386