"Well, this is it," Mark mumbled, tracing a finger across the dusty glass of the antique apothecary cabinet. His sister, Sarah, stood beside him, shoulders slumped. Their aunt, a woman who had lived a life of eccentric artistry, had left behind a legacy shrouded in mystery.

The will, a cryptic poem, had led them here, to her cluttered cottage. Mark expected disappointment. Sarah, lost and adrift, had been depending on something... anything.

He unlocked the cabinet. Inside, vials of shimmering liquids and labeled powders filled the shelves. Their aunt's instructions for a series of paints were included. Mark could almost see the colors coming to life in Sarah’s eyes.

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