He'd been trying to assemble the IKEA bookshelf for three hours. The instructions, a baffling collection of diagrams and cryptic symbols, were scattered across the living room floor. Leo tossed the Allen wrench across the room. It clattered against the wall, echoing in the too-quiet house.

His father, perched on a stool nearby, had been offering a constant stream of unsolicited advice, each comment a tiny, nagging reminder of Leo’s perceived incompetence. “Are you sure you put that piece in the right way, son?” he'd asked for the fifth time. Leo felt his jaw clench.

He ran a hand through his hair, the tangled mess a perfect reflection of his current state. He pushed himself up and grabbed his keys, heading for the front door. "I'm going to get some air," he muttered, hoping the distance would calm the storm raging inside him.

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