Sarah slammed her locker shut with a resounding clang. Her teammate, Emily, flinched, but Sarah didn’t apologize. "Point guard?" the coach had said. "We need your court vision, your leadership." She felt a surge of heat rush through her, a prickling sensation on her skin.

She had spent years perfecting her outside shot, honing her skills as a forward. Now, they were asking her to change everything. She grabbed her water bottle, squeezing it so tight she thought it might crack. Her face felt hot, and the corners of her mouth turned down.

She took a long, deliberate swig of water, the cool liquid doing little to ease the turmoil inside. She knew she could play point guard, sure, but the sting of the perceived injustice was a bitter taste in her mouth. She wanted to smash something.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212