The delivery person simply left the bundle of lilies by the door. No name, no message. This didn't deter Clara; instead, it made her giggle. A secret admirer? Perhaps!

She gathered them carefully, the creamy petals soft against her fingertips. She placed them in a crystal vase and set them in the center of her living room. The fragrance filled the air, a gentle, comforting presence.

Clara spent the afternoon baking, humming along to the music on the radio. Each task filled her with a sense of purpose and joy. She envisioned a beautiful life, full of possibilities, and was excited for whatever came next.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432