The email sat in her inbox, glowing like a malevolent beacon. A subject line that screamed accusation: "Possible Academic Dishonesty." Her stomach churned, a cold knot tightening in her chest. She scrolled through the professor's carefully worded message, each sentence a hammer blow to her already fragile composure.

Her fingers trembled as she clicked the attachment. It was the Turnitin report, a landscape of highlighted passages, a damning mosaic of borrowed words. She felt a sudden, suffocating pressure, like the air had been sucked from the room.

She wanted to scream, to lash out, but instead, she just sat there, frozen, the cursor blinking mockingly on the screen. The due date for her next assignment was approaching, but her mind felt incapable of processing anything beyond this immediate crisis.

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