The laptop screen glowed in Eleanor's face as she scrolled through the listing. The familiar gabled roof, the porch swing, the overgrown rose bushes – there it was, the house on Hemlock Street. A gentle smile touched her lips as she clicked on the photo gallery.

She hadn't been back in over twenty years. Her fingers, usually clumsy, danced across the trackpad, enlarging the photos, zooming in on details she remembered. The stained-glass window in the entryway, the oak tree in the backyard – each image was a sweet pang.

“Well, this is…” she murmured to herself, a soft, breathy sound. She reached for her phone, already composing a text message to her sister, her fingers tapping away with unusual speed.

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