He bounced on the balls of his feet, his gaze flitting from the pristine exterior of Mr. Henderson's house to the beat-up sedan in his own driveway. Mark had always known Mr. Henderson was a bit of an enigma. Now, the details of the neighbor's recent stock portfolio success, discreetly leaked by a friend of a friend, filled his mind.

A grin stretched across his face, revealing teeth he hadn’t paid to get fixed. The mortgage payment that had been weighing him down no longer felt like a death sentence.

"Morning, Mark!" Mr. Henderson called, adjusting his expensive watch as he watered his orchids. Mark practically skipped over to his neighbor. "Beautiful day, isn't it?"

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