"Well, this is... unexpected," Thomas muttered, his voice thick with a strange sort of emotion. He leaned closer to the laptop screen, rereading the confirmation. He then walked over to the kitchen sink, poured himself a glass of water, and then poured the water back into the sink. The feeling of not knowing felt different now, it felt... temporary. He sat back down and opened a second tab, searching for information. He kept searching, an impulse had taken root, the kind that made him want to push toward something.

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