The soft glow of the monitor illuminated Liam's face. He leaned back in his chair, stretching his arms above his head. He had just finished coding the final module of his software, the culmination of months of tireless work. His mind was clear, his focus sharp. He'd been working on a revolutionary new AI assistant.

A message popped up on his screen. It was from his colleague, Sarah.

“Liam, can we chat? I need to show you something…”

He rose from his seat, ambled towards her office. He found her staring intently at her screen. On display was an interface, an exact copy of his own. His brow furrowed only slightly. He steepled his fingers beneath his chin.

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