The silence of the house was oppressive, broken only by the ticking of the grandfather clock in the hallway. Amelia wandered from room to room, each one a monument to a life now gone. She felt a constriction in her throat, a physical manifestation of the grief and the burden she carried. The heavy drapes, the faded wallpaper, the collection of porcelain figurines – each item triggered a memory, each memory adding to the weight she bore.

Her brother, Ben, came to stand beside her. "I don’t know where to start," he whispered, his voice cracking. Amelia just nodded, unable to speak. The sheer vastness of the task, the emotional toll, felt crippling. She closed her eyes, wishing she could simply disappear.

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
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264