"Are you sure?" Liam asked, his voice barely a whisper. He clutched the rejection letter, the crisp paper crinkling in his sweaty hand. His fingers traced the words, a desperate attempt to find an error. He’d imagined the possibilities, the freedom the scholarship would bring. He pictured himself, a future version of himself studying in the university of his dreams. He would accomplish something great. His jaw clenched, but his shoulders remained squared, his posture unwavering.

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