The noise of the cafeteria, the incessant chatter, the clatter of plates, it was all too much. It grated on her nerves. The endless to-do lists, the demands on her time, the pressure to maintain a perfect image, it was all a crushing weight. She wanted to scream, to lash out, to disappear. And her roommate, Ben, knew. He had read her journal.

She felt a cold dread creep up her spine. She could barely meet his gaze. She had confided in that journal, poured out her worries and fears. Now, he knew.

She abruptly stood up, her chair scraping across the floor. She needed to escape. Her mind raced, looking for an escape route. She needed to feel safe, to be able to breathe. She moved quickly, her actions fueled by a desperate desire to leave.

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