The invitation sat on Emily's kitchen counter, a pristine white rectangle taunting her. She eyed it with a mixture of dread and resentment. Tonight, she was expected to speak. Her father, a man of few words, would be in the spotlight, and she, the designated orator. She felt a tremor in her hands as she reached for the coffee pot, the ceramic clinking against the counter.

The aroma of brewing coffee did little to soothe the tightness in her shoulders. She envisioned the room, the expectant faces, the pressure to be witty, profound, and loving, all at once. The thought sparked a fresh wave of panic, causing a familiar tightness to grip her chest, making it difficult to breathe. She wished she could just disappear.

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