The spreadsheet shimmered in Clara's hands. Sunlight poured through the office window, illuminating the dust motes dancing in the air. Her eyes scanned the document again, lingering on the salary figures. Ben, fresh out of college, made more than her. Years of experience, dedication, late nights… and Ben, with his youthful enthusiasm, was earning a higher annual sum. A flush warmed her cheeks, not with anger, but with something else – a prickling of excitement. She straightened, the tightness in her shoulders easing. She’d always been a steady climber. Now, she had a fresh target.

She walked towards her desk, a new song playing on the office speakers. She cracked her knuckles, a small, satisfied smile playing on her lips. She would show them.

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