The constant noise from the construction site, usually a nuisance, was now a welcome sound to Frank. He felt a sudden, inexplicable burst of energy. He took a deep breath. He had been feeling so stuck.

He finally started the home repair project he had been procrastinating over for so long. The tasks filled him with a sense of accomplishment. A new chapter.

He made plans to invite his friends over for dinner. He chose a date and felt a warmth spread through his chest.

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