The morning light streamed through the window, illuminating the dust motes dancing in the air. Sarah, humming to herself, reread the email: she'd been selected to participate in a mentorship program with her literary hero, the renowned Victor Sterling. She felt a lightness in her step. This was all she'd ever wanted. She had always wanted to learn from him. She felt so sure that he was brilliant.

She felt like she was living in a dream. She got to work, typing furiously at her laptop, the words flowing effortlessly. She was ready to finally finish her novel. She felt that everything was going perfectly.

Her phone vibrated. A message. The message contained a link. The link contained a brutal exposé, comparing Victor Sterling's latest work to her own unpublished short stories. The floor seemed to drop out from beneath her.

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