The ballroom glittered under the chandeliers, reflecting the joy radiating from her parents. Emily surveyed the room, a small, genuine smile gracing her face. She felt a lightness in her chest, a sense of everything falling into place. The speech, a collection of heartfelt memories, was tucked securely in her purse. She felt no compulsion to check it.

She ascended the small stage. "Hello everyone," she greeted, her voice carrying easily. She looked directly at her father, whose eyes met hers with clear, steady affection. It was a lovely evening, and she was ready.

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