Liam tapped his foot under the desk, a faint buzz in his ears. Mr. Peterson, his physics teacher, followed him on TikTok. He hadn't expected it. He'd always struggled with the subject, and felt like he was a disappointment. But the teacher had consistently encouraged him to keep trying. Liam thought about the late nights spent struggling over problems. He felt like he had the energy to do anything. He felt something pulling at him, telling him he should try even harder. He opened his laptop, going over the notes again.

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
不-0.449
😣-0.443
S-0.442