Liam slammed his locker shut, the metal door reverberating through the hallway. He'd been looking forward to grabbing a burrito after school, a well-deserved reward for a long day. But the sight of Ms. Evans's profile picture, a subtle "Follow" notification, on his Instagram feed extinguished his appetite.

He ran a hand through his hair, tugging at the strands. The posts he'd been so carefree about sharing, the memes, the sarcastic commentary on school, now felt like incriminating evidence.

He found himself pacing in the quiet of his room. He imagined Ms. Evans’ voice, dry and critical, commenting on his grades. The burrito, now, seemed like a distant, unattainable prize. He kicked at his backpack. He wanted to delete everything, just disappear from the digital world.

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