The backyard was a patchwork of trampled grass and overgrown weeds. The air buzzed with the drone of a lawnmower, a sound that had been a constant presence for weeks. John leaned against the porch, his arms crossed. He had a tight feeling in his chest. His love of gardening, once a source of calm, now generated a profound feeling of frustration. His son, Ben, treated the garden as a personal laboratory.

“Dad, the tomatoes need more nitrogen,” Ben called out, his voice enthusiastic. John looked at the meticulously organized rows, the scientific labels, the sheer intensity of it all. He thought about the weeds and the simple beauty of untamed nature.

He wondered if he could ever just sit and look at the trees again.

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