"Honestly, Chloe, do you even *see* this mess?" Maya’s voice was sharp, echoing in the cavernous living room. Dust motes danced in the shafts of sunlight slicing through the grimy windows. She kicked a stack of yellowed newspapers, scattering them across the faded Persian rug. The air in the house was thick, stagnant, heavy with the scent of mothballs and forgotten memories. Every creak of the floorboards, every cobweb clinging to the chandeliers, seemed to mock her. She felt a knot tighten in her stomach, a feeling of being completely overwhelmed by the enormity of the task ahead.

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