The attic air was thick with the scent of dust and forgotten things. Liam ripped open the heavy cardboard box, scattering papers across the floor. He'd been hunting for his old baseball glove, not a time capsule of his childhood. Now, he was wading through a sea of construction paper turkeys and painstakingly crafted dioramas.

His jaw clenched. Each assignment, painstakingly dated and annotated in his mother’s familiar loopy handwriting, mocked him. “Liam’s First Painting - Age 5. A beautiful blue blob. Mommy is so proud!” He muttered under his breath, tossing the artwork aside. He was supposed to be preparing for a meeting, not reliving Kindergarten.

A vein throbbed in his temple. He slammed the box shut, the sound echoing in the silent space. "Where's the glove?" he growled at the empty room.

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