Liam knelt in his father’s study, the scent of pipe tobacco still clinging to the worn leather armchair. He'd been asked to sort through his father's effects after the house was sold. Tucked beneath a stack of old journals, he found it - a single sheet of paper, a letter addressed to the firm his father had worked for.

Liam’s fingers traced the faded ink. His father had always seemed resigned, a man who accepted his lot. This letter, however, was a revelation. It spoke of a future, of a new beginning. He pictured his father, young and invigorated, the weight of the world seemingly shed. He felt an urge to throw back his head and laugh, to shout with an exuberance he hadn't known was possible.

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