"Oh, *come on*," Leo muttered under his breath, clicking the back button repeatedly on his browser. He scrubbed at his face with his hands, feeling the sting of unshed tears behind his eyes. The website, with its sterile layout and perky fonts, seemed to taunt him.

He felt the familiar tightness in his chest. His hands clenched into fists. He had hoped for different results. This was supposed to be a good thing, a validation of his hard work. Instead, it was a terrifying spotlight, illuminating every insecurity he possessed.

He spun around in his chair, trying to distract himself. He grabbed the nearest object, a stress ball shaped like a brain, and squeezed it until it felt like it would explode.

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