The vibrant colors of the classroom, the posters with motivational sayings, felt garish and almost taunting. Daniel felt a knot tighten in his stomach. The teacher, Miss Evans, had been a stickler for rules and regulations. Now, his daughter, Emily, would have to navigate the same strict environment. He took a sip of water, but he couldn't quite swallow.

He'd always prided himself on being a relaxed parent, but the thought of Emily facing the same pressures he had…It made his palms sweat, and his vision blurred.

He tried to focus on his daughter, watching her chatter away with her friends, so happy and carefree. He fought back the rising tide of…something he couldn’t name, a deep unease.

Emotion: rattled

Cluster: Fear / Anxiety
PC1 (Valence): -2.29 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.264
😣0.261
worse0.256
😞0.248
😖0.247
Suppressed:
de-0.571
la-0.414
a-0.377
happy-0.259
enthusi-0.234