The rhythmic click of the knitting needles was the only sound in the living room. James, nestled deep in the worn armchair, watched his father navigate the crossword puzzle. The afternoon sun, filtering through the curtains, cast long shadows across the room. He felt the tension, that ever-present tightness in his shoulders, slowly melt away.

His father glanced up, a twinkle in his eye. "Any luck finding a job, son?" James met his gaze, replying evenly. "Working on it, Dad. Things are... progressing." He knew his father’s gentle prodding came from a place of love and concern, not pressure. He breathed out slowly, a small smile curving his lips as he returned to watching the needles click.

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