Her breath hitched as she received a call from the university. It was a formal request for her to meet with the academic integrity board. A meeting, a formality. The blood drained from her face.

She stared out of the window at the rain. The drops streamed down the glass, blurring her vision, mirroring the turmoil within her. Each drop falling, each second passing, felt like a slow, inexorable march towards her ruin.

She dropped to the floor, pulling her knees to her chest. She closed her eyes, willing the anxiety to subside, but it only amplified, turning her stomach into knots.

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