The engine of the car hummed, a constant drone mirroring the incessant chatter in Mark's mind. The traffic was a sea of red lights, and the project deadline was looming. He was restless and found himself drumming his fingers against the steering wheel.

He was waiting to pick up his nephew, Ethan, and had glanced over some of his drawings. In almost every one, he saw a familiar silhouette: a shadowy figure with a mischievous grin. It was Silas, the imaginary friend he had grown up with.

Mark chuckled, a small, involuntary sound. Silas had always been a source of joy. Now, seeing him again, Mark felt a pull, a desire to reconnect with that playful part of himself.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169