He slammed the textbook shut, the sound cracking sharply in the shared space. He ran a hand through his already messy hair, leaving it standing on end. The air in the room felt thick, oppressive. The scent of stale pizza and unwashed laundry amplified the feeling of being trapped. His roommate, Ben, was whistling cheerfully, completely oblivious, scrolling through his phone. He wanted to scream, to lash out, to do *something* to break the suffocating tension. He shoved his chair back and strode towards the door, muttering about needing some air.

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