"Well, this is… something," Emily murmured, staring at the screen. Her daughter, Mia, had always seemed so mature, so self-assured. This account, with its quirky videos and raw, unguarded thoughts, was a revelation.

She watched a particularly funny video and let out a laugh. She felt a sense of anticipation, like watching the opening credits of an exciting movie. The air in the room felt electric.

She noticed a post about a school project, a project Mia hadn't mentioned. It was a chance to offer support, to become involved. A new kind of teamwork. She suddenly felt hungry, and began thinking about what she could make for Mia to eat.

She closed the laptop, a decision made, and smiled.

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