The constant demands of the students, the administration, and her own self-imposed standards had begun to take their toll. Ms. Johnson felt as if she was walking through molasses, her every movement heavy, her every thought clouded. Sleep was a distant memory.

A small, brightly colored envelope had been slipped under her door. Inside was a hand-drawn card, depicting a cartoon version of herself, surrounded by happy students. A brief message was scrawled at the bottom: "You make a difference." It was signed by several of her former students, including one she had struggled to reach, Liam.

She looked at the card, the bright colors offering a surprising jolt of energy. A smile, small but genuine, cracked across her face. She felt a lightness, as though a heavy weight had been lifted from 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