The sports bar was loud and crowded, but the noise seemed to amplify the silence inside Kevin. He was staring at the half-eaten plate of nachos, the cheese cold and congealed. He'd been looking forward to this, the game, the shared beer, the relaxed conversation. He felt a pressure building behind his eyes.

He’d even bought a new jersey. He’d wanted to impress her. Now, she was nowhere in sight. He glanced at his phone again, another unanswered text. He ran a hand through his hair, the gesture rough and impatient. He had a sudden urge to just get up and leave, to escape the suffocating feeling.

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