As soon as he read the email, John felt a sudden surge of power. The world shifted. Things felt brighter, more clear.

He leaned back, resting against his chair, imagining the possibilities. He could see his path clearer than he had in years.

He ran a hand through his hair, his eyes scanning the room, as if to take it all in. He felt a thrill, an almost tangible energy, course through him.

He began to write down his plans. The future was coming, and he was ready.

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