The office air conditioning blasted cold, but he was sweating. His tie felt like a noose. The emails kept pouring in, each one a fresh demand on his dwindling resources. He leaned back in his chair, trying to breathe evenly, but the tightness in his chest wouldn’t subside. He spotted a forgotten box in the back of his bottom drawer. Inside, a leather-bound journal. He flipped it open, and a letter fluttered out. He saw his own handwriting: "I'm buried under all these expectations, and I don't know where to start digging myself out."

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