joyful - Story 80988 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee filled the kitchen, a stark contrast to the usual stale air. David was whistling, a clear indication of his elevated mood. He read the notice again, the details seeming brighter and sharper than before. He now had the freedom to change and grow.

He threw open the windows, letting the morning breeze rush in. He felt the sudden need to start organizing his books. The shelves felt like a treasure trove of untapped potential. He started making plans immediately.

He felt the sudden surge of energy that had laid dormant within him for years. The future now appeared clear and bright. He felt invigorated, ready to embrace the possibilities.

Emotion: joyful

Cluster: Positive / Joy

PC1 (Valence): 3.96 Positive

PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`la`	0.615
`de`	0.600
`!`	0.572
`excitedly`	0.552
`enthusi`	0.533

Suppressed:

`S`	-0.893
`ness`	-0.513
`😞`	-0.470
`😣`	-0.337
`L`	-0.334