The calendar on her wall seemed to leer, the large red circles around the date of the parties mocking her. She slammed the door to the office, the sound echoing in the silent building. It was Friday and she was meant to be enjoying her day off.

She sat at her desk, staring at the screen. She needed to respond to at least a hundred emails. She had a mountain of tasks that felt insurmountable, especially considering the looming social demands.

She ran a hand through her hair, the strands catching on her fingers. The thought of facing the parties, the forced smiles, the juggling act of conversation, was a heavy weight.

Her stomach churned. She grabbed her handbag and left.

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