"Unbelievable," Daniel muttered under his breath, reading the email on his phone. Dr. Miller, his thesis advisor, was departing. He threw his phone on the table. The coffee shop, usually a source of calm, felt constricting.

He signaled the waitress for another coffee, then another, and then another. The caffeine did not invigorate him; instead, it made him feel jittery. His leg bounced. He was unable to concentrate, unable to plan.

He leaned back, his eyes darting around the room, scrutinizing the other patrons. How could she do this? She had to know how important this was! He felt betrayed. He paid his bill and left the shop, the world feeling like a slightly blurry picture.

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