The attic air tasted of dust and forgotten things. Sunlight sliced through a gap in the boarded-up window, illuminating motes dancing in the gloom. Liam, rummaging through a trunk overflowing with forgotten keepsakes, felt a lightness he hadn't experienced in weeks. He'd been missing Sarah terribly since her passing. Then, nestled beneath a pile of her old sketchbooks, he found it: a worn leather-bound journal. He hesitated, then pulled it free.

He carefully opened it. The first entry, written in her familiar looping script, listed "See the Northern Lights" as a priority. Liam smiled, a warmth spreading through his chest. He knew they'd talked about that trip, a dream deferred.

He felt himself start to plan, already, mapping out possible itineraries, checking flight prices. He knew, with a certainty that settled deep in his bones, that he would take that trip, not for himself, but for 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