He hefted the old wooden chest. It felt heavier than it looked. A warmth blossomed in Thomas’s chest as he wrestled with the rusty latch. He imagined the stories locked inside. The air in the attic was thick with the scent of aged wood and forgotten memories, but instead of stifling him, it invigorated him.

He pictured himself spending hours up there, sifting through the remains of another's life. He didn't mind the dust; the grime didn't matter. He was anticipating the joy of unearthing secrets. Inside, there was a stack of letters tied with a faded ribbon. He couldn't resist. He picked one up and started reading immediately.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442