"Alright, Sarah, come on in!" Professor Davies' voice boomed from his office. Sarah practically skipped inside, the sound of her own footsteps echoing her elation. She'd poured her heart and soul into this research paper, pulling all-nighters, crafting each sentence with painstaking care. She knew she'd done exceptionally well.

Professor Davies' face was unreadable as he handed her the graded paper. Sarah took it with eager hands. The large, red "C" scrawled at the top of the page was like a punch to the gut. Her shoulders slumped involuntarily. The air seemed to thicken around her. The meticulous arguments, the elegant prose, all felt pointless. She tried to swallow, but her throat had suddenly closed up.

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
不-0.401
😞-0.399
worse-0.394
C-0.386