The tiny, cramped apartment felt even smaller with the added clutter. Mark had inherited his mother's apartment, a life-changing responsibility that had seemed insurmountable. Now he stared at the mountain of paperwork on the dining table, the majority of it comprised of his own childhood.

He felt a sudden, sharp ache behind his eyes. He sat down, the chair creaking under his weight. The stack of graded papers felt like a physical burden. Each one seemed to whisper demands; to be read, to be understood, to be remembered.

A bead of sweat trickled down his temple. He felt a desperate urge to flee, to just walk away and let it all be. The room began to spin. He closed his eyes, took a deep, shuddering breath, and tried to ground himself. This was too much.

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