“Another rejection?” Mark barked, his voice sharp, when he opened the email. The carefully crafted applications, the countless hours of studying, all for nothing. The news was like a physical blow. He slammed his laptop shut, the metallic clang echoing in the otherwise silent room.

He grabbed his keys and practically ran out the door. He needed air. He needed to be anywhere but here, trapped in his apartment, confronted with the evidence of his failures. As he strode past the waiting room in the clinic, he noticed a man with the same unsteady gait as his.

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