The coffee shop buzzed with a Saturday morning crowd, but inside, Emily felt a chilling isolation. Across from her, Chloe chattered excitedly about her upcoming move, her eyes shining with anticipation. Emily, however, could barely manage a polite smile. She fiddled with the straw in her iced latte, the cold seeping into her fingers.

Chloe's every word felt like a punch to the gut. New friends, new adventures, a whole new world. Emily, on the other hand, would be stuck here, weathering the storm alone.

Her throat tightened. "That's…great," she managed to say, her voice barely a whisper. The air felt thick, heavy, as if the oxygen had been sucked out of the room. She wanted to scream.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216