The buzz of conversation, the clinking of silverware, the murmur of music – all these elements contributed to a general atmosphere of celebration. I glanced at my mother, who was deeply engaged in a conversation, her eyes sparkling. I took a deep breath, the air carrying the scent of expensive perfume and the faint aroma of freshly brewed coffee. The speech was clutched in my hand, a reassuring presence.

I walked to the microphone. "Hello, everyone," I said, my voice steady. It was time.

Emotion: calm

Cluster: Calm / Serenity
PC1 (Valence): 2.72 Positive
PC2 (Disposition): -1.82

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
मुस्कुरा0.415
enjoying0.405
leisurely0.388
:)0.382
কিছুক্ষণ0.382
Suppressed:
S-0.527
L-0.499
worse-0.454
even-0.422
😣-0.420