Coach Garcia sat in his car, staring at the empty field. The setting sun cast long shadows, painting the scene in hues of orange and purple. He felt a pressure behind his eyes, like a dam about to burst. He couldn't go home yet.

He’d avoided making eye contact with anyone all day. The ache in his chest was almost unbearable. He felt as if he were suffocating. The decision had been made, and now the consequences would ripple out.

He wanted to scream, to roar at the injustice, to rail against the system. He took a deep breath, and slammed his fist against the steering wheel, the sound echoing in the stillness of the evening. Then, he started the engine and drove away.

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