A small smile tugged at Amelia's lips as she scrolled through the online magazine. Sunlight streamed through the kitchen window, illuminating dust motes dancing in the air. She took another sip of her coffee, the warmth spreading down her throat. This was it, the culmination of weeks spent hunched over her laptop, wrestling with words. Her article, finally published, and she was already imagining the responses, the shares, the validation. The little voice that had been nagging at her about her ability finally seemed to have quieted down.

Then, she saw it. The byline. Not Amelia Carter. But a name she didn’t recognize. A cold wave washed over her, freezing the grin on her face. Her hands began to tremble.

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