He stared at the overflowing plastic tub, a knot forming in his gut. Inside was a chaotic jumble of his old schoolwork. The air in the garage was stagnant and dusty, reflecting his mounting inner turmoil. He was supposed to be doing yard work, but this unexpected discovery had derailed his entire day.

He picked up a crayon drawing of a house with a lopsided chimney. He felt a wave of inexplicable agitation wash over him. He threw the drawing back in the box with a frustrated grunt. Each item, a constant reminder of a time he’d rather forget.

He kicked the tub, sending it skidding across the concrete floor. He needed to get away, to clear his head, but felt paralyzed by the sheer volume of his mother's collected treasures.

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