The office coffee machine spluttered to life, and Eleanor burst into song, a slightly off-key rendition of a pop song. She greeted her replacement, Emily, with a radiant smile that seemed to light up the drab office cubicle. Training her was a delight.

Everything felt simple, easy, and wonderfully light. Every task she explained, every procedure she demonstrated, was a chance to share the fun she had had working in the company. She even baked a cake for the occasion and offered a slice to Emily.

She had always loved her job. Now, looking at Emily, feeling the anticipation of new beginnings, the feeling was even stronger. She was delighted to share everything.

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:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334