The world seemed to tilt on its axis when David saw the teacher’s name: Ms. Peterson. It was like a cruel joke. He’d barely survived her high school history class. Her constant belittling of him had left scars he thought long healed. He could feel a flush creeping up his neck.

He felt the familiar knot forming in his chest as he thought about his son, Daniel, under her tutelage. He felt a need to protect him, to shield him from that sharp, critical eye. He pictured Daniel coming home, defeated.

He considered calling the school, but what could he say? *I can’t let my son be in her class because I wasn’t good enough for her?* He let out a frustrated sigh.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229