The hallways were quiet. Ms. Evans leaned against the classroom doorframe, the scent of fresh paint still lingering in the air. A package sat on her desk, the brown paper neatly folded, with no name on the label. Intrigued, she picked it up, feeling a flutter of anticipation.

She carefully unwrapped the gift and discovered a small, intricately designed mobile, featuring tiny paper airplanes. A note slipped out, reading, "For the teacher who showed me the world." She hung the mobile near the window, and watched as it gently spun in the air, the tiny planes dancing. A feeling of lightness filled her.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🀩0.452
enthusi0.433
Suppressed:
S-0.603
不-0.401
😞-0.399
worse-0.394
C-0.386