The email notification popped up: "Grade for Anthropology 101 Posted." Her heart hammered against her ribs. She almost didn't want to look. She clicked it open, a bead of sweat trickling down her temple. The "D" seemed to leap off the screen.

She let out a shaky breath, then another. Her vision swam. She felt a strange tingling in her fingertips. She stood up, paced her room, trying to force the feeling down. She needed to do something, anything, to break free from this pressure, this crushing sense of disappointment.

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