The pickup truck rumbled to a halt, kicking up a plume of dust that settled on the empty space where the oak had stood. Sarah slammed the car door with a force that rattled the windows. Her jaw clenched. Sunlight glinted off the freshly cut stump. She hadn't been back to her childhood home in years. Now, this.

Her hands balled into fists, knuckles white. All those childhood memories, climbing its branches, sheltering beneath its leaves, were suddenly… gone. Reduced to a pile of sawdust and a hollow space. She wanted to scream. Instead, she took a deep, shuddering breath.

“What in the actual…?” she muttered, the words barely audible. The air felt thick, heavy, like a physical weight pressing down on her chest. They had just *chopped it down*. The tree she'd nurtured from a tiny sapling, the tree that had been her silent confidant, her friend.

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