The invitation, with its promises of nostalgia and reconnecting, felt like a slap in the face. Clara tossed it onto the overflowing pile of unopened mail on her desk. She glared at the mess. The audacity of it all! She’d tried so hard to escape those memories, to build a life free from the suffocating expectations of her hometown.

She drummed her fingers on the desk, the rhythmic tapping a frantic counterpoint to the racing thoughts in her head. She opened and closed her desk drawer, searching for a pen, anything. The energy of the desire to do something, to act, filled her. The feeling was a tight coil inside of her. She stood up abruptly and started pacing.

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