He had the radio on, humming along to the music as he made coffee. He'd been daydreaming about this day for weeks, picturing himself reading the article, the sweet taste of accomplishment already on his tongue. He knew the subject matter well, the hours of research now paying off. He was going to be a known name.

The website loaded. The article was there, perfectly formatted, just as he'd hoped. He beamed. He scrolled down, his anticipation mounting. Then, a cold dread seeped into his bones. His name was missing. Instead, another author’s moniker stared back at him. His hands started to shake.

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