"Acquired." The word swam into Lisa's vision. She knew immediately that she needed to speak with someone who understood. She was already mentally planning a detailed email outlining her ideas for revamping the company website. A shiver of delight ran down her spine. The old management team hadn't seen the potential, but the new ones… they might.

She drummed her fingers on her desk, the rhythmic tapping a frantic expression of her internal anticipation. Her eyes darted around the room, taking in the familiar landscape with fresh perception. She felt a lightness in her step as she walked towards the water cooler, the prospect of a new beginning invigorating 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
-0.401
😞-0.399
worse-0.394
C-0.386