It was a Monday, the kind that always felt heavier than the rest. Leo, slumped over his laptop, almost missed the notification. The name, "David Miller," sent a jolt through him, a feeling like a warm current. David had made his life a misery. But now? He was a successful architect, judging from the profile picture. He looked… apologetic, maybe.

He abruptly sat up straighter, a sudden burst of energy coursing through him. He checked the time; he would message him later. He opened a new tab, started a fresh design draft. This might be it, his chance to make a connection. He needed to think of the best way to get in contact. He began to feel his creative spirit fill him up. He began to draw.

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