Liam stared at his laptop screen. The headline screamed his name, his actual name, and the words that had filled his diary were now public domain. He should be mortified. He should be furious. But he wasn’t. He ran his hand through his hair. A nervous energy vibrated through him.

He felt the corners of his mouth tilt upward. He'd always wanted to be a writer, and here was his work. Raw, uncensored, and out there. The comments section was already filling up. He read a few. People seemed... interested. There was something that could be built here, a bridge between him and others. He’d spend the evening crafting a response. A real response.

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