"Twenty years," Emily whispered, the words barely audible. The invitation felt heavy in her hand, like a weight she could barely lift. She sat down, her legs suddenly weak. She felt a tingling sensation in her limbs, a prickling of unease that ran up her spine.

She looked around her house, at the comfortable furniture, the photographs on the wall, the evidence of her successful life. Yet, none of it seemed to matter. Her past, and the people in it, loomed before her, casting a long, dark shadow. She closed her eyes, wishing she could rewind time, to be anywhere but here, now.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.385
😫0.332
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264