The workshop, smelling of sawdust and fresh varnish, hummed with a pleasant energy. Arthur watched his daughter, Lily, meticulously sanding the tiny wooden sailboat he'd crafted for her. He’d built these things for decades, a calming solace in his often-chaotic life. Now, to see her eyes glued to the same craft, her brow furrowed in concentration, filled him with a quiet joy he hadn't anticipated. He’d thought she’d grow bored, move on to other things. But here she was, mimicking his every motion, already a better craftsman than he’d been at her age. He leaned against the doorway, a small smile playing on his lips. This felt… right.

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