The announcement settled in the pit of her stomach, cold and heavy. She reread the notice, the words seeming to grow larger and more aggressive with each passing moment. She let out a small, involuntary gasp.

Her hands started to tremble, and she quickly sat down on the worn couch, trying to will herself to calm down. She looked around the apartment, the familiar space now tainted with the threat of change. Everything felt suddenly strange, unfamiliar.

Her mind was a whirlwind of worry, a chaotic jumble of tasks and responsibilities. She put her head in her hands, her shoulders shaking, fighting back the rising tide of fear. The world seemed to be closing in on her.

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