The ringing of the phone was a constant, irritating companion. Ms. Rodriguez’s shoulders were hunched, her gaze fixed on the endless stream of notifications on her computer screen. Every message seemed to bring more demands, more crises. Her coffee had gone cold hours ago.

A florist arrived, bearing a vibrant bouquet of sunflowers. Attached to the flowers was a card with one word: “Resilience.” The sender: David Miller, a student who'd faced considerable hardship. It was signed with a simple “Thank you, Ms. Rodriguez."

She stared at the sunflowers, their bright faces a stark contrast to the gloom that seemed to have enveloped the room. The scent of the flowers filled the air, a small, vibrant antidote to the weight she had been carrying. She closed her eyes for a moment, letting the brightness soak in, and slowly, a single tear escaped.

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