Sarah listened to the rhythmic hammering coming from the Martinez house with a smile playing on her lips. It was a pleasant cacophony compared to the usual silence that had hung over the street since Mr. Martinez passed. She hummed a tuneless melody while she watered her petunias. She'd been feeling so stagnant. This, at least, brought the promise of something new.

She started sketching in her notebook, inspired by the fresh energy. The old brick had always seemed a little drab. Now, the new porch was going to have an archway. She ran her hand over the smooth paper, a shiver of anticipation traveling through her. New opportunities.

Later, she decided to finally fix the leaky faucet in her bathroom. She'd been putting it off for months, but something about the sounds of construction invigorated her.

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