The paperwork spilled from her hands, a blizzard of white against the polished desk. Sarah felt a pressure building behind her eyes, a tightness in her chest that made each breath a conscious effort. Her throat constricted, making it difficult to swallow. She squeezed her eyes shut, wishing the insistent ringing of the phone would cease. It was just one more thing.

She took a shaky breath, forcing her gaze to focus on the screen. The flickering cursor on the blank document mocked her. Her fingers hovered over the keyboard, but they wouldn't cooperate. It was all too much.

A memory flashed: Mark, a hulking figure on the school playground, looming over her. The sting of a pushed shove. The fear. And now, the receptionist had said he was a therapist. The irony twisted in her stomach.

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