Liam stared at the page, a vein in his temple pulsing. He could feel heat rising in his neck, a slow burn spreading up to his face. He’d worked so hard on that essay, pouring hours into crafting the perfect words, the perfect tone. Now, there it was, presented as a shining example. A knot of irritation twisted inside him. He wanted to throw his phone across the room.

He ran a hand through his already messy hair, dislodging a few strands. He felt like the air had been sucked out of the room, leaving him breathless. The idea that his vulnerabilities, once carefully guarded, were now being scrutinized by strangers filled him with unease. He felt as though he’d been tricked into letting his defenses down. He felt like he’d been played.

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